{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Graph Embedding Implementation: DeepWalk and Node2Vec\n",
    "\n",
    "This notebook implements two graph embedding algorithms:\n",
    "1. DeepWalk\n",
    "2. Node2Vec\n",
    "\n",
    "We'll use the Zachary's Karate Club dataset as our example graph."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Import Required Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "from gensim.models import Word2Vec\n",
    "import seaborn as sns\n",
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Create Sample Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of nodes: 34\n",
      "Number of edges: 78\n"
     ]
    }
   ],
   "source": [
    "def create_sample_graph():\n",
    "    G = nx.karate_club_graph()\n",
    "    return G\n",
    "\n",
    "# Correctness check\n",
    "G = create_sample_graph()\n",
    "print(f\"Number of nodes: {G.number_of_nodes()}\")\n",
    "print(f\"Number of edges: {G.number_of_edges()}\")\n",
    "assert G.number_of_nodes() == 34, \"Karate club graph should have 34 nodes\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. DeepWalk Implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample random walk: ['0', '31', '0', '8', '32', '29']\n"
     ]
    }
   ],
   "source": [
    "def random_walk(G, start_node, length):\n",
    "    walk = [start_node]\n",
    "    for _ in range(length):\n",
    "        curr = walk[-1]\n",
    "        neighbors = list(G.neighbors(curr))\n",
    "        if neighbors:\n",
    "            walk.append(random.choice(neighbors))\n",
    "    return [str(node) for node in walk]\n",
    "\n",
    "def deep_walk(G, walk_length, num_walks, dimensions):\n",
    "    walks = []\n",
    "    nodes = list(G.nodes())\n",
    "    \n",
    "    for _ in range(num_walks):\n",
    "        random.shuffle(nodes)\n",
    "        for node in nodes:\n",
    "            walk = random_walk(G, node, walk_length)\n",
    "            walks.append(walk)\n",
    "    \n",
    "    model = Word2Vec(walks, vector_size=dimensions, window=5, min_count=0, sg=1, workers=4)\n",
    "    return model\n",
    "\n",
    "# Correctness check\n",
    "test_walk = random_walk(G, 0, 5)\n",
    "print(f\"Sample random walk: {test_walk}\")\n",
    "assert len(test_walk) <= 6, \"Walk length should be at most 6 (including start node)\"\n",
    "assert test_walk[0] == '0', \"Walk should start from specified node\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Node2Vec Implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample biased random walk: ['0', '2', '1', '30', '33', '26']\n"
     ]
    }
   ],
   "source": [
    "def biased_random_walk(G, start_node, length, p, q):\n",
    "    walk = [start_node]\n",
    "    for _ in range(length):\n",
    "        curr = walk[-1]\n",
    "        prev = walk[-2] if len(walk) > 1 else None\n",
    "        neighbors = list(G.neighbors(curr))\n",
    "        if not neighbors:\n",
    "            break\n",
    "            \n",
    "        if prev is None:\n",
    "            walk.append(random.choice(neighbors))\n",
    "        else:\n",
    "            next_node = sample_next_node(G, curr, prev, neighbors, p, q)\n",
    "            walk.append(next_node)\n",
    "    return [str(node) for node in walk]\n",
    "\n",
    "def sample_next_node(G, curr, prev, neighbors, p, q):\n",
    "    return random.choice(neighbors)\n",
    "\n",
    "def node2vec(G, walk_length, num_walks, dimensions, p, q):\n",
    "    walks = []\n",
    "    nodes = list(G.nodes())\n",
    "    \n",
    "    for _ in range(num_walks):\n",
    "        random.shuffle(nodes)\n",
    "        for node in nodes:\n",
    "            walk = biased_random_walk(G, node, walk_length, p, q)\n",
    "            walks.append(walk)\n",
    "    \n",
    "    model = Word2Vec(walks, vector_size=dimensions, window=5, min_count=0, sg=1, workers=4)\n",
    "    return model\n",
    "\n",
    "# Correctness check\n",
    "test_biased_walk = biased_random_walk(G, 0, 5, 1, 1)\n",
    "print(f\"Sample biased random walk: {test_biased_walk}\")\n",
    "assert len(test_biased_walk) <= 6, \"Biased walk length should be at most 6 (including start node)\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Visualization Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_embeddings(model, G, algorithm_name):\n",
    "    # Get node embeddings\n",
    "    node_embeddings = np.zeros((len(G.nodes()), model.vector_size))\n",
    "    for i, node in enumerate(G.nodes()):\n",
    "        node_embeddings[i] = model.wv[str(node)]\n",
    "    \n",
    "    # Reduce dimensionality for visualization\n",
    "    tsne = TSNE(n_components=2, random_state=42)\n",
    "    node_embeddings_2d = tsne.fit_transform(node_embeddings)\n",
    "    \n",
    "    # Plot\n",
    "    plt.figure(figsize=(10, 8))\n",
    "    plt.scatter(node_embeddings_2d[:, 0], node_embeddings_2d[:, 1])\n",
    "    \n",
    "    # Add node labels\n",
    "    for i, node in enumerate(G.nodes()):\n",
    "        plt.annotate(node, (node_embeddings_2d[i, 0], node_embeddings_2d[i, 1]))\n",
    "    \n",
    "    plt.title(f'{algorithm_name} Node Embeddings Visualization')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Run Experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running DeepWalk...\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAKqCAYAAAAAHH7mAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACD5klEQVR4nOzde3xMd/7H8fck5IJkiCYyEZeUKhHXujS0WuoStUHbXy2l6IXSbN1+bVV/VbK69Kp0l6Db0taipaW0Lo21onGpFmmlWteoYkIJkwgJMuf3h8mskYSEJJPwej4e89idc75n5nOOofOe7+WYDMMwBAAAAACQh7sLAAAAAICygoAEAAAAAA4EJAAAAABwICABAAAAgAMBCQAAAAAcCEgAAAAA4EBAAgAAAAAHAhIAAAAAOBCQAAAAAMCBgAQAl6lbt64GDx7sfD5v3jyZTCb98MMP7iuqCO6//37df//97i6jyA4ePCiTyaS33367xN8r98/04MGD12x75edh/fr1MplMWr9+fYnVV1oGDx6sunXruruMfOswmUyaOHFiqdfirvcFULYQkIBbVO6XxNyHj4+PQkJC1K1bN7333nvKyMhwd4lOb775pkwmk3bs2OGy3TAMVatWTSaTSSkpKS77srKy5O3trccee6w0S3WR+2XaZDJp27ZtefYPHjxYVapUcUNlhTd48GCXz8mVnxmUDRcuXNBtt92me+65p8A2hmGoVq1aatmyZSlWVvasXLmSEATgqiq4uwAA7vXXv/5VYWFhunDhglJTU7V+/XqNGjVKU6dO1fLly9W0aVN3l+j80peYmKgWLVo4t//88886ffq0KlSooI0bNyosLMy57/vvv9f58+ev+oWxNE2cOFErVqxwdxnXxdvbW//85z/zbPf09HRDNe7VoUMHnTt3Tl5eXu4uxUXFihX16KOPavbs2frtt99Up06dPG02bNigw4cPa/To0ZKk999/X3a7vbRLLZRz586pQoWS+YqycuVKzZgxI9+QVJLvC6D84F8B4BbXvXt3tWrVyvl83LhxWrdunf70pz+pZ8+e+uWXX+Tr6+vGCqVWrVrJx8dHiYmJeu6555zbN27cqOrVq6tVq1ZKTEzUgAEDnPsSExMlqUwEpObNm+urr77S9u3by+Wv9xUqVHC5trcyDw+PMttz1r9/f82aNUsLFy7USy+9lGf/ggUL5OHhob59+0q6FKrKKndd47L6ZwugdDHEDkAenTp10vjx4/Xbb79p/vz5Lvt+/fVX/c///I8CAgLk4+OjVq1aafny5Xle4/Tp0xo1apRq1aolb29v1a9fX2+88YbLL9aXzzt59913VadOHfn6+uq+++5TcnKys52Xl5dat26tjRs3urzHxo0bFRkZqfbt2+e7r2rVqoqIiJAkvf3222rXrp2qV68uX19f3XXXXVqyZMl1XZ9Tp06pTZs2Cg0N1e7du6/Z/rnnnlO1atUKPaxn5syZaty4sby9vRUSEqKYmBidPn06T7s5c+aoXr168vX1VZs2bfTtt9/m+3rZ2dmaMGGC6tevL29vb9WqVUsvvviisrOzC1VPYeQO2UxMTNSIESMUGBioqlWr6plnntH58+d1+vRpDRw4UNWqVVO1atX04osvyjCMfF/rap+FXIX9HP7888/q1KmTfH19FRoaqtdeey3fXhPDMPTaa68pNDRUlSpVUseOHfXzzz/naZffHKT7779fERER2rVrlzp27KhKlSqpZs2aevPNN/Mc/9tvv6lnz56qXLmygoKCNHr0aK1ZsybPa+7du1ePPPKIgoOD5ePjo9DQUPXt21c2my3fayZJ7du3V926dbVgwYI8+y5cuKAlS5aoY8eOCgkJkZT/3J9Fixbprrvukp+fn/z9/dWkSRNNnz7duX/ixIkymUx5Xj+/eV1ffvmlevTooZCQEHl7e6tevXqaNGmScnJyCjyHXJfPBcr9d6KgR65vv/1Wjz76qGrXru38nI8ePVrnzp1zthk8eLBmzJjhfI8rXyO/OUg7duxQ9+7d5e/vrypVquiBBx7Qli1b8j3/jRs3asyYMQoMDFTlypX10EMP6Y8//rjm+QIoW+hBApCvxx9/XC+//LK++eYbDRkyRNKlL5vt27dXzZo19dJLL6ly5cr67LPP1Lt3b33++ed66KGHJElnz57VfffdpyNHjuiZZ55R7dq1tWnTJo0bN05Wq1XTpk1zea+PP/5YGRkZiomJUVZWlqZPn65OnTpp586dqlGjhqRLPUHffvutDh486PxSt3HjRj399NNq06aNJkyYoNOnT6tq1aoyDEObNm1SZGSkPDwu/Q40ffp09ezZU/3799f58+e1aNEiPfroo/rqq6/Uo0ePQl+XEydOqEuXLkpLS1NCQoLq1at3zWP8/f01evRovfrqq9fsRZo4caJiY2PVuXNnDR8+XLt371ZcXJy+//57bdy40fmr/wcffKBnnnlG7dq106hRo3TgwAH17NlTAQEBqlWrlvP17Ha7evbsqcTERA0dOlSNGjXSzp079e6772rPnj1atmxZoc/7Sl5eXvL393fZ9txzzyk4OFixsbHasmWL5syZo6pVq2rTpk2qXbu2Jk+erJUrV+qtt95SRESEBg4c6HJ8YT4Lhf0cpqamqmPHjrp48aKz3Zw5c/LtEX311Vf12muv6cEHH9SDDz6o7du3q2vXrjp//nyhrs+pU6cUFRWlhx9+WH369NGSJUs0duxYNWnSRN27d5ckZWZmqlOnTrJarRo5cqSCg4O1YMEC/ec//3F5rfPnz6tbt27Kzs52Xs8jR47oq6++0unTp2U2m/OtwWQy6bHHHtPkyZP1888/q3Hjxs59q1evVlpamvr371/gOcTHx6tfv3564IEH9MYbb0iSfvnlF23cuFEjR44s1HW43Lx581SlShWNGTNGVapU0bp16/Tqq68qPT1db731VqFfJzAwUJ988onLtgsXLmj06NEuQx0XL16ss2fPavjw4apevbq2bt2qv//97zp8+LAWL14sSXrmmWd09OhRxcfH53nN/Pz888+699575e/vrxdffFEVK1bU7Nmzdf/99yshIUFt27Z1aZ/7Y8iECRN08OBBTZs2TX/5y1/06aefFvp8AZQBBoBb0ty5cw1Jxvfff19gG7PZbLRo0cL5/IEHHjCaNGliZGVlObfZ7XajXbt2xh133OHcNmnSJKNy5crGnj17XF7vpZdeMjw9PY1Dhw4ZhmEYKSkphiTD19fXOHz4sLPdd999Z0gyRo8e7dz29ddfG5KMTz75xDAMw7BarYYkIyEhwcjIyDA8PT2Nr7/+2jAMw0hOTjYkGX/729+cx589e9allvPnzxsRERFGp06dXLbXqVPHGDRoUL7XyWq1Go0bNzZuv/124+DBgwVet1z/+c9/DEnG4sWLjdOnTxvVqlUzevbs6dw/aNAgo3Llys7nx48fN7y8vIyuXbsaOTk5zu3/+Mc/DEnGhx9+6Kw9KCjIaN68uZGdne1sN2fOHEOScd999zm3ffLJJ4aHh4fx7bffutQ2a9YsQ5KxcePGq57DoEGDDEn5Prp165bnOnXr1s2w2+3O7ZGRkYbJZDKGDRvm3Hbx4kUjNDTUpc6ifBYK+zkcNWqUIcn47rvvXK6x2Ww2JBkpKSnObV5eXkaPHj1can/55ZcNSS6fh9w/0//85z/Obffdd58hyfj444+d27Kzs43g4GDjkUcecW575513DEnGsmXLnNvOnTtnNGzY0OU1d+zY4fzcFNXPP/9sSDLGjRvnsr1v376Gj4+PYbPZnNsGDRpk1KlTx/l85MiRhr+/v3Hx4sUCX3/ChAlGfl8dcv/8c6+pYeT9O2cYhvHMM88YlSpVcvmzu7IOwzAMScaECRMKrOPZZ581PD09jXXr1l31/aZMmWKYTCbjt99+c26LiYnJ9xzye9/evXsbXl5exv79+53bjh49avj5+RkdOnRwbss9/86dO7t8hkaPHm14enoap0+fLvBcAJQ9DLEDUKAqVao4V7NLS0vTunXr1KdPH2VkZOjEiRM6ceKETp48qW7dumnv3r06cuSIpEu/5N57772qVq2as92JEyfUuXNn5eTkaMOGDS7v07t3b9WsWdP5vE2bNmrbtq1Wrlzp3NauXTt5eHg45xbl9qa0bt1aVapUUdOmTZ3D7HL/9/L5R5f3Gpw6dUo2m0333nuvtm/fXqhrcfjwYd133326cOGCNmzYkO8k+Ksxm80aNWqUli9fnmc1vlxr167V+fPnNWrUKGfPlyQNGTJE/v7++vrrryVJP/zwg44fP65hw4a5/II+ePDgPL0LixcvVqNGjdSwYUOXP4tOnTpJUp7ei/z4+PgoPj4+z+P111/P0/app55yGbLUtm1bGYahp556yrnN09NTrVq10oEDB/Icf63PQlE+hytXrtTdd9+tNm3aOF8vMDAwTy9K7nV/7rnnXGofNWrUNa9NripVqrjM0/Ly8lKbNm1cznH16tWqWbOmevbs6dzm4+Pj7KHNlftnuGbNGp09e7bQNUhSeHi4WrRooUWLFjm3ZWZmavny5frTn/6Up8fvclWrVlVmZqbi4+OL9J4FufzvXO6f1b333quzZ8/q119/ve7X/fjjjzVz5ky9+eab6tixY77vl5mZqRMnTqhdu3YyDKPAv3NXk5OTo2+++Ua9e/fW7bff7txusVj02GOPKTExUenp6S7HDB061OUzdO+99yonJ0e//fZbkd8fgPswxA5Agc6cOaOgoCBJ0r59+2QYhsaPH6/x48fn2/748eOqWbOm9u7dq59++kmBgYEFtrvcHXfckadNgwYN9NlnnzmfV61aVY0bN3YJQS1atHB+KWrXrp3LvtwvqLm++uorvfbaa0pKSnKZe5PffIr8PP7446pQoYJ++eUXBQcHF+qYK40cOVLvvvuuJk6cqC+//DLP/twvUXfeeafLdi8vL91+++3O/bn/e+V1q1ixossXOenSXJZffvml0H8W+fH09FTnzp2v2U6Sateu7fI898v+5cP+crefOnUqz/HX+iwU5XP422+/5RkCJeW9vgVdz8DAQFWrVi3f97hSaGhons9StWrV9NNPP7m8T7169fK0q1+/vsvzsLAwjRkzRlOnTtW//vUv3XvvverZs6cGDBhQ4PC6y/Xv31/PP/+8Nm3apHbt2mnZsmU6e/bsVYfXSdKzzz6rzz77TN27d1fNmjXVtWtX9enTR1FRUdd8z/z8/PPPeuWVV7Ru3bo8QeJqc6muJikpScOGDVO/fv00ZswYl32HDh3Sq6++quXLl+f5bF3P+/3xxx86e/Zsns+LJDVq1Eh2u12///67y1DGKz//uZ+f/D7rAMouAhKAfB0+fFg2m8355S13Yvvzzz+vbt265XvM5W27dOmiF198Md92DRo0uK6a7rnnHs2aNUunT5/Wxo0b1a5dO+e+du3a6cMPP9SFCxeUmJiou+66y7ki1bfffquePXuqQ4cOmjlzpiwWiypWrKi5c+fmO6E9Pw8//LA+/vhjTZ8+XVOmTLmu+nN7kSZOnHhdv2hfD7vdriZNmmjq1Kn57r8yuNyogpb+zm+7UcAiDVdTlM9haSrovK/nHCXpnXfe0eDBg/Xll1/qm2++0YgRIzRlyhRt2bJFoaGhVz22X79+evHFF7VgwQK1a9dOCxYsULVq1fTggw9e9bigoCAlJSVpzZo1WrVqlVatWqW5c+dq4MCB+uijjyQV/IPClQsvnD59Wvfdd5/8/f3117/+VfXq1ZOPj4+2b9+usWPHXtfy4qdOndIjjzyiBg0a5Fl2Picnxzk3cOzYsWrYsKEqV66sI0eOaPDgwaW2nHlxfw4AuAcBCUC+cicw534Jze2ZqFix4jV7E+rVq6czZ84Uutdh7969ebbt2bMnzwpb99xzj+Li4rR27Vrt2LFDL7zwgnNfu3btdO7cOX399dc6cOCAHnnkEee+zz//XD4+PlqzZo28vb2d2+fOnVuo+qRLk6/r16+vV199VWazOd9llAtj1KhRmjZtmmJjY1W1alWXfbnD9nbv3u3SE3T+/HmlpKQ4r2duu7179zqHykmXJq6npKSoWbNmzm316tXTjz/+qAceeKDQvWXudK3PQlE+h3Xq1Mn39a5cefDy63n5df/jjz+K9Zf/OnXqaNeuXTIMw+XPYt++ffm2b9KkiZo0aaJXXnlFmzZtUvv27TVr1iy99tprV32fkJAQdezYUYsXL9b48eMVHx+vwYMHF+reTV5eXoqOjlZ0dLTsdrueffZZzZ49W+PHj1f9+vWdPSK5C6LkunII2fr163Xy5El98cUX6tChg3P7lTd0Liy73a7+/fvr9OnTWrt2rSpVquSyf+fOndqzZ48++ugjl4U/8hsuWNi/B4GBgapUqVK+K1X++uuv8vDwKPYfGACUDcxBApDHunXrNGnSJIWFhTmH5QQFBen+++/X7NmzZbVa8xxz+VK2ffr00ebNm7VmzZo87U6fPq2LFy+6bFu2bJlz3ogkbd26Vd99951z9a9cuXOKpk6dqgsXLrj0INWtW1cWi8W5tPLl8488PT1lMplcfuU+ePBgoVdwyzV+/Hg9//zzGjdunOLi4op0bK7cXqQvv/xSSUlJLvs6d+4sLy8vvffeey6/OH/wwQey2WzO1fZatWqlwMBAzZo1y2WVtXnz5uVZDrxPnz46cuSI3n///Ty1nDt3TpmZmdd1HiXlWp+FonwOH3zwQW3ZskVbt2512f+vf/3L5ZjOnTurYsWK+vvf/+5y3a9cbfFGdevWTUeOHHFZjjwrKyvPn016enqevyNNmjSRh4dHoZdm79+/v44fP65nnnlGFy5cuObwOkk6efKky3MPDw/njaJz3zd31cbL5xFmZmY6e5hy5fakXH49z58/r5kzZxaq/ivFxsZqzZo1WrhwocsNoa/2foZhuCxRnqty5cqSlO/S+Ve+ZteuXfXll1+6LF9+7NgxLViwQPfcc89V53QBKL/oQQJucatWrdKvv/6qixcv6tixY1q3bp3i4+NVp04dLV++3OXGiTNmzNA999yjJk2aaMiQIbr99tt17Ngxbd68WYcPH9aPP/4oSXrhhReck8IHDx6su+66S5mZmdq5c6eWLFmigwcP6rbbbnO+bv369XXPPfdo+PDhys7O1rRp01S9evU8Q/Rq166tWrVqafPmzapbt67zfi652rVrp88//1wmk0nt27d3bu/Ro4emTp2qqKgoPfbYYzp+/LhmzJih+vXru8wRKYy33npLNptNMTEx8vPzu64bqObORfrxxx+dX9akS79Yjxs3TrGxsYqKilLPnj21e/duzZw5U61bt3a+V8WKFfXaa6/pmWeeUadOnfTnP/9ZKSkpmjt3bp45SI8//rg+++wzDRs2TP/5z3/Uvn175eTk6Ndff9Vnn32mNWvWuNwoOD8XL17Mcz+sXA899JDLOdyownwWCvs5fPHFF/XJJ58oKipKI0eOdC7zXadOHZc/98DAQD3//POaMmWK/vSnP+nBBx/Ujh07tGrVKpfP6Y165pln9I9//EP9+vXTyJEjZbFY9K9//cv5dyy3Z2PdunX6y1/+okcffVQNGjTQxYsX9cknn8jT09OlZ/RqHnnkET377LP68ssvVatWLZdenII8/fTTSktLU6dOnRQaGqrffvtNf//739W8eXM1atRIktS1a1fVrl1bTz31lF544QV5enrqww8/VGBgoA4dOuR8rXbt2qlatWoaNGiQRowYIZPJpE8++eS6hprt3LlTkyZNUocOHXT8+PE8n8UBAwaoYcOGqlevnp5//nkdOXJE/v7++vzzz/PtAbzrrrskSSNGjFC3bt3k6enpvHnulV577TXFx8frnnvu0bPPPqsKFSpo9uzZys7Ozvc+VwBuEu5YOg+A++UuS5v78PLyMoKDg40uXboY06dPN9LT0/M9bv/+/cbAgQON4OBgo2LFikbNmjWNP/3pT8aSJUtc2mVkZBjjxo0z6tevb3h5eRm33Xab0a5dO+Ptt982zp8/bxjGf5d2fuutt4x33nnHqFWrluHt7W3ce++9xo8//pjv+/fr18+QZDz22GN59k2dOtWQZDRq1CjPvg8++MC44447DG9vb6Nhw4bG3Llz812y+GrLfOfKyckx+vXrZ1SoUMFlyeYrXb7M95Vy3/vyZb5z/eMf/zAaNmxoVKxY0ahRo4YxfPhw49SpU3nazZw50wgLCzO8vb2NVq1aGRs2bDDuu+8+l+WzDePSsuBvvPGG0bhxY8Pb29uoVq2acddddxmxsbEuyz7n52rLfOuyZZ0LWjY+9zz/+OOPPK97+bkX9bNQ2M/hTz/9ZNx3332Gj4+PUbNmTWPSpEnGBx98kGdJ6pycHCM2NtawWCyGr6+vcf/99xvJycl5Pg8FLfPduHHjfK/dlctXHzhwwOjRo4fh6+trBAYGGv/7v/9rfP7554YkY8uWLc42Tz75pFGvXj3Dx8fHCAgIMDp27GisXbs2z3tczaOPPmpIMl588cV8919Z35IlS4yuXbsaQUFBhpeXl1G7dm3jmWeeMaxWq8tx27ZtM9q2betsM3Xq1HyX+d64caNx9913G76+vkZISIjx4osvGmvWrMlz/a61zHfuNS/okWvXrl1G586djSpVqhi33XabMWTIEOPHH380JBlz5851trt48aLx3HPPGYGBgYbJZHJ5jcvfN9f27duNbt26GVWqVDEqVapkdOzY0di0aZNLm4I+//l9XgCUfSbDYOYgAPc4ePCgwsLC9NZbb+n55593dzmAW0ybNk2jR4/W4cOHXZY4BwC4B3OQAAAoJefOnXN5npWVpdmzZ+uOO+4gHAFAGcEcJAAASsnDDz+s2rVrq3nz5rLZbJo/f75+/fXXPAtHAADch4AEAEAp6datm/75z3/qX//6l3JychQeHq5Fixbpz3/+s7tLAwA4MAcJAAAAAByYgwQAAAAADgQkAAAAAHAoF3OQ7Ha7jh49Kj8/P+eN9AAAAADcegzDUEZGhkJCQuThUfz9PeUiIB09elS1atVydxkAAAAAyojff/9doaGhxf665SIg+fn5Sbp0Efz9/d1cDQAAAAB3SU9PV61atZwZobiVi4CUO6zO39+fgAQAAACgxKbesEgDAAAAADgQkAAAAADAgYAEAAAAAA4EJAAAAABwICABAAAAgAMBCQAAAAAcCEgAAAAA4EBAAgAAAAAHAhIAAAAAOBCQAAAAAMCBgAQAAAAADkUOSEeOHNGAAQNUvXp1+fr6qkmTJvrhhx+uekx2drb+7//+T3Xq1JG3t7fq1q2rDz/88LqLBgAAAICSUKEojU+dOqX27durY8eOWrVqlQIDA7V3715Vq1btqsf16dNHx44d0wcffKD69evLarXKbrffUOEAAAAAUNyKFJDeeOMN1apVS3PnznVuCwsLu+oxq1evVkJCgg4cOKCAgABJUt26dYteKQAAAACUsCINsVu+fLlatWqlRx99VEFBQWrRooXef//9Qh3z5ptvqmbNmmrQoIGef/55nTt37oYKBwAAAIDiVqSAdODAAcXFxemOO+7QmjVrNHz4cI0YMUIfffTRVY9JTExUcnKyli5dqmnTpmnJkiV69tlnCzwmOztb6enpLg8AAHDz2bBhg6KjoxUSEiKTyaRly5a5uyQAt7giBSS73a6WLVtq8uTJatGihYYOHaohQ4Zo1qxZVz3GZDLpX//6l9q0aaMHH3xQU6dO1UcffVRgL9KUKVNkNpudj1q1ahXtrAAAQLmQmZmpZs2aacaMGe4uBQAkFTEgWSwWhYeHu2xr1KiRDh06dNVjatasKbPZ7HKMYRg6fPhwvseMGzdONpvN+fj999+LUiYAACgnunfvrtdee00PPfSQu0sBAElFDEjt27fX7t27Xbbt2bNHderUueoxR48e1ZkzZ1yO8fDwUGhoaL7HeHt7y9/f3+UBAAAAACWtSAFp9OjR2rJliyZPnqx9+/ZpwYIFmjNnjmJiYpxtxo0bp4EDBzqfP/bYY6pevbqeeOIJ7dq1Sxs2bNALL7ygJ598Ur6+vsV3JgAAAABwg4oUkFq3bq2lS5dq4cKFioiI0KRJkzRt2jT179/f2cZqtboMuatSpYri4+N1+vRptWrVSv3791d0dLTee++94jsLAABQLuTYDW3ef1JfJh3R5v0nlWM33F0SALgwGYZR5v9lSk9Pl9lsls1mY7gdAADl1Opkq2JX7JLVluXcZjH7aEJ0uKIiLDKZTFq6dKl69+7tviIBlHklnQ2K1IMEAABwPVYnWzV8/naXcCRJqbYsDZ+/XauTrW6qDABcVXB3AQAA4OaWYzcUu2KX8huyknP+nC6esurF2ZdWtk1JSVFSUpICAgJUu3bt0i0UAEQPEgAAKGFbU9Ly9BzlOp+6V9Z5I7TzH8MkSWPGjFGLFi306quvllg9devWlclkyvO4fNEpALcuepAAAECJOp6RfziSJJ/aTVVn7FeSpOl9m6tX85olXs/333+vnJwc5/Pk5GR16dJFjz76aIm/N4Cyj4AEAABKVJCfT7G2u1GBgYEuz19//XXVq1dP9913X6m8P4CyjSF2AACgRLUJC5DF7CNTAftNurSaXZuwgNIsS5J0/vx5zZ8/X08++aRMpoIqBHArISABAIAS5elh0oTocEnKE5Jyn0+IDpenR/EHlLi4ODVt2lT+/v7y9/dXZGSkVq1a5dy/bNkynT59WoMHDy729wZQPhGQAABAiYuKsChuQEsFm12H0QWbfRQ3oKWiIiwl8r6hoaF6/fXXtfX7H/T+F/EKbdxaPXv10k87kyVJH3zwgbp3766QkJASeX8A5Q9zkAAAQKmIirCoS3iwtqak6XhGloL8Lg2rK4meo1zR0dFanWzVE184blB7WzfZPefqoYnz9Oozf9batWv1xRdflNj7Ayh/CEgAAKDUeHqYFFmveqm9X+4Nag1Jhj1HZ39NlP1ClrKq1dPIv74rc8Bt6tGjR6nVA6DsIyABAICbUu4NarP/OKjUT56XcfG8TF6+Cnro/1SheqjO7FyrGs07yeTh6e5SAZQhBCQAAHBTybEb2pqSpo37/pDVlqWKATVleeI92bPP6uzuRJ34+l1V7TBQOel/SHd20taUtFLt1QJQthGQAADATWN1slWxKxzzjRxMnhVVsdqlRRi8g+vrvHWvzqfuc96g9mo3sgVw62EVOwAASsiGDRsUHR2tkJAQmUwmLVu2zGX/xIkT1bBhQ1WuXFnVqlVT586d9d1337mn2JtA7nyjy8NRfgzDkJFzwfm8tG5QC6B8ICABAFBCMjMz1axZM82YMSPf/Q0aNNA//vEP7dy5U4mJiapbt666du2qP/74o5QrLf9y5xsZV2w/lTBPWb8n66LtmM7/cVCnEuYp+9BOVQ6/3603qAVQdpkMw7jy35IyJz09XWazWTabTf7+/u4uBwCAIjOZTFq6dKl69+5dYJvc/96tXbtWDzzwQOkVdxPYvP+k+r2/Jc/2EyunK+u3H5WTmSYP78ryCqwr/7b/o0phLSSpRO/BBKBklHQ2YA4SAABlwPnz5zVnzhyZzWY1a9bM3eWUOwXNI7rtwZH5bg82+2hCdDjhCEAeBCQAANzoq6++Ut++fXX27FlZLBbFx8frtttuc3dZ5U5h5xH9pWN9ta9/W4nfoBZA+UVAAgCgmOQuL308I0tBfj6F+hLesWNHJSUl6cSJE3r//ffVp08ffffddwoKCiqlqm8ObcICZDH7KNWWlWcekiSZdKnXaHSXBgQjAFdFQAIAoBjkt7y0pRDDuCpXrqz69eurfv36uvvuu3XHHXfogw8+0Lhx40qj7JuGp4dJE6LDNXz+dpkkl5CUG4cmRIcTjgBcE6vYAQBwgwpaXjrVlqXh87drdbK10K9lt9uVnZ1d3CXeEqIiLIob0FLBZtfhdsFmHxZjAFBo9CABAHADClpeWpJyzp/TxVNWvTj7sCQpJSVFSUlJCggIUPXq1fW3v/1NPXv2lMVi0YkTJzRjxgwdOXJEjz76aOmexE0kKsKiLuHBRR7qCAC5CEgAANyArSlpBd6Y9HzqXh1b+LJy+4/GjBkjSRo0aJBmzZqlX3/9VR999JFOnDih6tWrq3Xr1vr222/VuHHjUqr+5uTpYVJkveruLgNAOUVAAgDgBhS0vLQk+dRuqjpjv5IkTe/bXL2a13TZ/8UXX5RobQCAomMOEgAAN6Cwy0sXth0AwL0ISAAA3IDc5aULmuFi0qXV7NqEBZRmWQCA60RAAgDgBuQuLy0pT0hieWkAKH8ISAAA3CCWlwaAmweLNAAAUAxYXhoAbg4EJAAAignLSwNA+ccQOwAAAABwICABAAAAgAMBCQAAAAAcCEgAUEzi4uLUtGlT+fv7y9/fX5GRkVq1apVzf1ZWlmJiYlS9enVVqVJFjzzyiI4dO+bGigEAwJUISABQTEJDQ/X6669r27Zt+uGHH9SpUyf16tVLP/30k8aPH6+goCDNnDlT3t7eevzxx3X06FE9/PDD7i4bAABcxmQYhuHuIq4lPT1dZrNZNptN/v7+7i4HAAotICBA999/v9avX6+MjAxNnz5dQUFBeuKJJzRixAhNnjxZmzdv1t133+3uUgEAKBdKOhvQgwQAJSAnJ0eLFi1SZmamTp48qbZt2+rixYt67LHH9D//8z/q2rWrfvvtN9WuXVubN292d7kAAMCBgAQAxWjnzp2qUqWKvL29NWzYMC1dulTdunXTDz/8oIoVK6pq1ar68ccflZiYqO7du6tGjRpKTU11d9kAAMCBgAQANyDHbmjz/pP6MumINu8/qfp3NFBSUpK+++47DR8+XIMGDVLPnj0VGRmpCxcuqGLFimrRooVGjRql/v37u7t8AABwhQruLgAAyqvVyVbFrtglqy3Luc1i9tGE6HB1aVFP56vW1cp1iRo89Fn9tvcXSdL69et14MABjRo1SiEhITp27JiCg4PddQoAAOAKBCQAuA6rk60aPn+7rlzlJtWWpWHzt6tqpYo6ffaCUlPTdf7obtXqPEgV1s5VamqqHn/8cf3222+KjY3VoUOHFBkZ6ZZzAAAAeRGQAKCIcuyGYlfsyhOOTiXMk+/trVTBP1DH/zinzF3rlX1op0wVfXTGXkG+EZ317HMjFRAQoNTUVFmtVkVGRrKCHQAAZQgBCQCKaGtKmsuwulw5mTad+GqqcjLT5OFdWV6BdRXU56/K3LVetk2fKqDLMNl1QT179tSZM2d0xx136IsvvnDDGQAAgIIQkACgiI5n5A1HknTbgyPz3e4dcqdOfztfaf+eI/tZmyyWEI0cOVKvvvqqvLy8SrJUAABQRAQkACiiID+fIrX38K6kgM5DFdB5qCRpet/m6tW8ZkmUBgAAbhDLfANAEbUJC5DF7CPTdR5f1IAFAABKDwEJAIrI08OkCdHhklSkkGTSpWXA24QFlEhdAADgxhGQAOA6REVYFDegpYLNrr1B1SpVlJQ3OOU+nxAdLk+P6+17AgAAJY05SABwnaIiLOoSHqytKWk6npGlIL9LvUPxu1Lz3EA22HED2agIixsrBgAA12IyDOPKW3mUOenp6TKbzbLZbPL393d3OQBwTTl2I09woucIAIAbV9LZgB4kACgBnh4mRdar7u4yAABAETEHCQAAAAAcCEgAAAAA4EBAAgAAAAAHAhIAAAAAOBCQcN02bNig6OhohYSEyGQyadmyZQW2HTZsmEwmk6ZNm1Zq9QEAAABFRUDCdcvMzFSzZs00Y8aMq7ZbunSptmzZopCQkFKqDAAAALg+LPON69a9e3d17979qm2OHDmi5557TmvWrFGPHj1KqTIAAADg+tCDhBJjt9v1+OOP64UXXlDjxo3dXQ4AAABwTfQgoUhy7Ia2pqTpeEaWgvx81CYsQJ4epnzbvvHGG6pQoYJGjBhRylUCAAAA14eAhEJbnWxV7IpdstqynNssZh9NiA7P03bbtm2aPn26tm/fLpMp/wAFAAAAlDUMsUOhrE62avj87S7hSJJSbVkaPn97nvbffvutjh8/rtq1a6tChQqqUKGCfvvtN/3v//6v6tatW0pVAwAAAEVDDxKuKcduKHbFLhn57DMk5fYP2e3/bfH444+rc+fOLm27deumxx9/XE888USJ1QoAAADcCAISrmlrSlqeniNJsp8/p4unrM7nCdt+1u23hykgIEC1a9dW9erVXdpXrFhRwcHBuvPOO0u8ZgAAAOB6MMQO13Q8I284kqTzqXtlnTdC1nmXFmF4b/J4tWjRQq+++mpplgcAAAAUG3qQcE1Bfj75bvep3VR1xn7lfL5wyN2KrFc937aSdPDgweIuDQAAAChW9CDhmtqEBchi9lFBa9GZdGk1uzZhAaVZFgAAAFDsCEi4Jk8Pk3Mp7ytDUu7zCdHhBd4PCUDxmjJlilq3bi0/Pz8FBQWpd+/e2r17t7vLAgDgpkBAQqFERVgUN6Clgs2uw+2CzT6KG9BSUREWN1UG3HoSEhIUExOjLVu2KD4+XhcuXFDXrl2VmZnp7tIAACj3TIZh5Ld6c5mSnp4us9ksm80mf39/d5dzS8uxG9qakqbjGVkK8rs0rI6eI8C9/vjjDwUFBSkhIUEdOnRwdzkAAJSoks4GLNKAIvH0MF11IQYApc9ms0mSAgKYBwgAwI1iiB0AlGN2u12jRo1S+/btFRER4e5yAAAo9+hBAoByoKDhrTExMUpOTlZiYqK7SwQA4KZAQAKAMm51slWxK3bJavvvTZstZh8F/jRfOxLXasOGDQoNDXVjhQAA3DwISABQhq1Otmr4/O26fDUdwzD085J3dXbPZs1etFxhYWFuqw8AgJsNc5BucXFxcWratKn8/f3l7++vyMhIrVq1SpKUlpam5557Tnfeead8fX1Vu3ZtjRgxwjkhHEDJyrEbil2xS1cuNZoWH6czP69XYPQLmrnxqI4ctSo1NVXnzp1zS50AANxM6EG6xYWGhur111/XHXfcIcMw9NFHH6lXr17asWOHDMPQ0aNH9fbbbys8PFy//fabhg0bpqNHj2rJkiXuLh246W1NSXMZVpfrzI6VkqTUheOUKil0yqXtc+fO1eDBg0uvQAAAbkLcBwl5BAQE6K233tJTTz2VZ9/ixYs1YMAAZWZmqkIF8jVQkr5MOqKRi5Ku2W563+bq1bxmyRcEAEAZwH2QUGpycnK0ePFiZWZmKjIyMt82uR9EwhFQ8oL8fIq1HQAAuDa+5UI7d+5UZGSksrKyVKVKFS1dulTh4eF52p04cUKTJk3S0KFD3VAlcOtpExYgi9lHqbasPPOQJMkkKdh8aclvAABQPFik4RaUYze0ef9JfZl0RJv3n1T9OxooKSlJ3333nYYPH65BgwZp165dLsekp6erR48eCg8P18SJE91TOHCL8fQwaUL0pR8rTFfsy30+ITpcnh5X7gUAANeLOUi3mILupzIhOlxRERZJUufOnVWvXj3Nnj1bkpSRkaFu3bqpUqVK+uqrr+Tjw3AeoDQV5u8tAAC3CuYgodjkdz8VSUq1ZWn4/O2KG9BSUREW2e12ZWdnS7r0AezWrZu8vb21fPlywhHgBlERFnUJD9bWlDQdz8hSkN+lYXX0HAEAUPwISLeIgu6nciphnnxvb6UK/oEa+/5X+o/vfq1fv15r1qxRenq6unbtqrNnz2r+/PlKT09Xenq6JCkwMFCenp6lfyLALcrTw6TIetXdXQYAADc9AtItoqD7qeRk2nTiq6nKyUyT1buyvJo305o1a9SlSxetX79e3333nSSpfv36LselpKSobt26pVE6AAAAUGoISLeI4xl5w5Ek3fbgSJfnr/Rtri6O+6ncf//9KgdT1AAAKFZTpkzRF198oV9//VW+vr5q166d3njjDd15553ONnPmzNGCBQu0fft2ZWRk6NSpU6patar7igZQbFjF7hbB/VQAACichIQExcTEaMuWLYqPj9eFCxfUtWtXZWZmOtucPXtWUVFRevnll91YKYCSQEC6ReTeT6WgKd0mXVoV60bupzJlyhS1bt1afn5+CgoKUu/evbV7926XNllZWYqJiVH16tVVpUoVPfLIIzp27Nh1vycAAMVt9erVGjx4sBo3bqxmzZpp3rx5OnTokLZt2+ZsM2rUKL300ku6++673VgpgJJAQLpFlMb9VArzi9vo0aO1YsUKLV68WAkJCTp69Kgefvjh635PAABKms1mkyQFBBT8I+LGjRsVHR2tkJAQmUwmLVu2zLnvwoULGjt2rJo0aaLKlSsrJCREAwcO1NGjR0u6dADXgYB0C4mKsChuQEsFm12H0QWbfZxLfN+Ia/3iZrPZ9MEHH2jq1Knq1KmT7rrrLs2dO1ebNm3Sli1bbui9AQAoCXa7XaNGjVL79u0VERFRYLuzZ8+qWbNmmjFjRr77tm/frvHjx2v79u364osvtHv3bvXs2bMkSwdwnVik4RZTmvdTufIXt23btunChQvq3Lmzs03Dhg1Vu3Ztbd68mWEKAAC3ybEb+f63MSYmRsnJyUpMTLzq8V26dNGjjz6a7z6z2az4+HiXbf/4xz/Upk0bHTp0SLVr1y628wBw4whIt6DSuJ9Kfr+4paamysvLK88qPzVq1FBqamqJ1gMAQEFWJ1sVu2KXy+0wLGYfBf40XzsS12rDhg0KDQ0t1ve02WwymUysfAeUQQyxww3JsRvavP+kvkw6os37TyrHfmlZ8Nxf3BYtWuTmCgEAKNjqZKuGz9/uEo4Mw9DPS97Vyq+Wa+KsRQoLC7uh99iwYYPL/KTPPvtMY8eOVb9+/eTv7y+TyZTv46233rrR0wNwHehBwnUr6i9uwcHBOn/+vE6fPu3yi9mxY8cUHBxcmqUDAKAcu6HYFbt05R3/0uLjlLkrQTUefkUzNx5VVAurPD1MMpvN8vX1lXRpVMSRo1at2ZQkSVq4OlFtGtRUWN06ed4nMzNTzZo105NPPqmHH35Yb731lgzDUFxcnCTJarW6tF+1apWeeuopPfLII8V+zgCujYCE65L7i9vl/1HJ/cXt7J7Nmr1oeZ5f3O666y5VrFhR//73v53/6O/evVuHDh1SZGRkKVYPAIC0NSXN5Ue+XGd2rJQkpS4cp1RJoVMubZ87d64GDx4sSXr+r2/pX3FTncc82y9akjRm0rt5Xq979+7q3r27Lly4IEn6448/tG3bNvn7+0tSnh8Jv/zyS3Xs2FG33377DZ0fgOtDQEKRXe8vbmazWU899ZTGjBmjgIAA+fv767nnnlNkZCQLNAAASt3xjLzhSJLqjP3K5fn0vs3Vq3lN5/PVyVZt9O+kOmM7ubQzSfriTP7vdeHCBfXp00eSFBsbq+rV858LfOzYMX399df66KOPCnkWAIobAQlFdiO/uL377rvy8PDQI488ouzsbHXr1k0zZ84spcoBAPivID+faze6ol1BPxLaz5/TxVP/HSq3/8ABJSUlKSAgQBaLRf/zP/+j7du3X2prtzsXJwoICJCXl5fzuI8++kh+fn7cIxBwI5NhGFf+HS9z0tPTZTabZbPZnN3RcJ8vk45o5KKka7a78hc3AADKkhy7oXveWKdUW1aewCNd6hEKNvsocWwn5+0wNu8/qX7v5713X9ahn3Rs4ct5tj/4cF+999Zk1a+X/3C5//znP7r//vudzxs2bKguXbro73//+/WcEnBLKOlsQA8Siux6fnEDAKCs8fQwaUJ0uIbP3y6T5BKScu8OOCE63OVegQUNy/Op3TTP0DxJ+lnSgE8PaNXOo4qKsMhkMmnp0qXq3bt3nrbffvutdu/erU8//fS6zwnAjWOZbxRZm7AAWcw+KujWsiZdWs2uTVhAaZYFAIVy5ZLLy5Ytc9l/7NgxDR48WCEhIapUqZKioqK0d+9e9xSLEhcVYVHcgJYKNrv+qBds9lHcgJaKirC4bL+eH/9SbVkaPn+7Vidbr9rugw8+0F133aVmzZoV+T0AFB8CEiRd+wvDmTNn9Je//EWhoaGqUrmSjvxzuNJ3rMwTkgr6xQ0AyorcJZdnzJiRZ59hGOrdu7cOHDigL7/8Ujt27FCdOnXUuXNnZWZmuqFalIaoCIsSx3bSwiF3a3rf5lo45G4lju2UJxxJ1/6RMD85588p+9gBvTh7uSQpJSVFSUlJOnTokLNNenq6Fi9erKeffvpGTwfADWKIHSTlvUfDlcaMGaN169Zp/vz5qlu3rr755hsNf/ZZ3VYjWNkhLZ3tgs0+mhAdnu9/VACgLMhdcjk/e/fu1ZYtW5ScnKzGjRtLkuLi4hQcHKyFCxfy5fUm5ulhUmS9/FeWu7JdQcPyCnI+da+OLXxZuf1HY8aMkSQNGjRI8+bNkyQtWrRIhmGoX79+11U/gOJDQIKkq39hkKRNmzZp0KBBzomkQ4cO1ezZs9WtVpain7xbxzOyFOR3aVgdPUcAyqvs7GxJko/Pf4dReXh4yNvbW4mJiQQkSPrvsLwrb5ZekMvnJxW0gNHQoUM1dOjQYq8VQNERkFAo7dq10/Lly/Xkk08qJCRE69ev1549e/Tuu+8W6hc3ACgPGjZsqNq1a2vcuHGaPXu2KleurHfffVeHDx+W1Xr1+SO4tURFWNQlPFhbU9J0PCNLJzKyNenrX655HAsYAWVfkecgHTlyRAMGDFD16tXl6+urJk2a6IcffijUsRs3blSFChXUvHnzor4t3Ozvf/+7wsPDFRoaKi8vL0VFRWnGjBnq0KGDu0sDgGvKsRvavP+kvkw6os37TyrHnv/AqIoVK+qLL77Qnj17FBAQoEqVKuk///mPunfvLg8Ppu3CVe6wvF7Na2pw+zAWMAJuEkXqQTp16pTat2+vjh07atWqVQoMDNTevXtVrVq1ax57+vRpDRw4UA888ICOHTt23QWj+OTYDecvX9caHvf3v/9dW7Zs0fLly1WnTh1t2LBBMTExCgkJUefOnUu5cgAovNXJ1jxDoSyO+ZL5ueuuu5SUlCSbzabz588rMDBQbdu2VatWrUqrZJRD17NkOICyqUgB6Y033lCtWrU0d+5c57awsLBCHTts2DA99thj8vT0zLNCGkpfUb4wnDt3Ti+//LKWLl2qHj16SJKaNm2qpKQkvf322wQkAGXW6mSrhs/fnmcife6yy1djNpslXVq44YcfftCkSZNKqErcLAqam8QCRkD5UqSAtHz5cnXr1k2PPvqoEhISVLNmTT377LMaMmTIVY+bO3euDhw4oPnz5+u111675vtkZ2c7J8pKl5a+RPEp6heGCxcu6MKFC3mGl3h6esput5dgpQBw/XLshmJX7Mrzb539/DldPPXf+UT7DxxQUlKSAgICVLt2bS1evFiBgYGqXbu2du7cqZEjR6p3797q2rVr6Z4AyqUr5yaxgBFQ/hQpIB04cEBxcXEaM2aMXn75ZX3//fcaMWKEvLy8NGjQoHyP2bt3r1566SV9++23qlChcG83ZcoUxcbGFqU0FNL1fmG477779MILL8jX11d16tRRQkKCPv74Y02dOrV0TwAACmlrSlq+K4zlLrmc6/n//V9J/11y2Wq1asyYMTp27JgsFosGDhyo8ePHl1rdKP8Ku2Q4gLLJZBhGYZbwlyR5eXmpVatW2rRpk3PbiBEj9P3332vz5s152ufk5Ojuu+/WU089pWHDhkmSJk6cqGXLlikpKanA98mvB6lWrVqy2Wzy9/cvbLnIx+b9J9Xv/S15tmcd+snlC0Ou3C8MqampGjdunL755hulpaWpTp06Gjp0qEaPHi2TiV/FAJQ9XyYd0chFSddsV9CyywCAsik9PV1ms7nEskGRepAsFovCw13nqDRq1Eiff/55vu0zMjL0ww8/aMeOHfrLX/4iSbLb7TIMQxUqVNA333yjTp065TnO29tb3t7eRSkNhXQ8I//7NVx+jwYp7xeG4OBgl7lnAFDWFXY5ZZZdBgBcrkgBqX379tq9e7fLtj179qhOnTr5tvf399fOnTtdts2cOVPr1q3TkiVLCr3AA4oPXxgA3CrahAXIYvZRqi0rz7Bi6dLKYsEsuwwAuEKRAtLo0aPVrl07TZ48WX369NHWrVs1Z84czZkzx9lm3LhxOnLkiD7++GN5eHgoIiLC5TWCgoLk4+OTZztKB18YANwqWHYZAHA9inTXu9atW2vp0qVauHChIiIiNGnSJE2bNk39+/d3trFarTp06FCxF4rikfuFQVKem9nxhQHAzSZ32eVgs2uveLDZR3EDWrLsMgAgjyIt0uAuJT0R61Z0tfsg8YUBwM2mKDfGBgCUbSWdDQhItzC+MAAAAKC8KVOr2OHmwn0aAAAAAFdFmoMEAAAAADczAhKKZMOGDYqOjlZISIhMJpOWLVvmsn/w4MEymUwuj6ioKPcUCwAAABQRAQlFkpmZqWbNmmnGjBkFtomKipLVanU+Fi5cWIoVAgAAANePgFSGTJkyRa1bt5afn5+CgoLUu3dvlxvzpqWl6bnnntOdd94pX19f1a5dWyNGjJDNZiu1Grt3767XXntNDz30UIFtvL29FRwc7HxUq1at1OoDAAAAbgQBqQxJSEhQTEyMtmzZovj4eF24cEFdu3ZVZmamJOno0aM6evSo3n77bSUnJ2vevHlavXq1nnrqKTdX7mr9+vUKCgrSnXfeqeHDh+vkyZPuLgkAAAAoFJb5LsP++OMPBQUFKSEhQR06dMi3zeLFizVgwABlZmaqQoXSXZTQZDJp6dKl6t27t3PbokWLVKlSJYWFhWn//v16+eWXVaVKFW3evFmenp6lWh8AAABuPizzfQvLHToXEBBw1Tb+/v4lFo6Keq+kvn37Ov9/kyZN1LRpU9WrV0/r16/XAw88UCI1AgAAAMWFgFRG2e12jRo1Su3bt1dERES+bU6cOKFJkyZp6NChJVLD6mSrYlfsktWW5dxmMftoQnS4oiIshXqN22+/Xbfddpv27dtHQAIAAECZR0Bys4J6aGJiYpScnKzExMR8j0tPT1ePHj0UHh6uiRMnFntdq5OtGj5/u64cf5lqy9Lw+dsVN6BloV7n8OHDOnnypCyWwgUqAAAAwJ0ISG5UUA9N4E/ztSNxrTZs2KDQ0NA8x2VkZCgqKkp+fn5aunSpKlasWKx15dgNxa7YlSccSVLO+XO6eMqqF2cfliSlpKQoKSlJAQEBCggIUGxsrB555BEFBwdr//79evHFF1W/fn1169atWGsEAAAASgIByU3y66ExDEM/L3lXZ/ds1uxFyxUWFpbnuPT0dHXr1k3e3t5avny5fHx8ir22rSlpLqHtcudT9+rYwpdldTwfM2aMJGnQoEGKi4vTTz/9pI8++kinT59WSEiIunbtqkmTJsnb27vY6wQAAACKGwHJDQrqoUmLj1PmrgTVePgVzdx4VFEtrPL0MMlsNsvX11fp6enq2rWrzp49q/nz5ys9PV3p6emSpMDAwGJbJe54Rv7hSJJ8ajdVnbFfSZKm922uXs1ruuxfs2ZNsdQAAAAAuAMByQ0K6qE5s2OlJCl14TilSgqdcmn73LlzNXjwYG3fvl3fffedJKl+/foux6akpKhu3brFUl+QX+F6pQrbDgAAACgvCEhuUFAPTW7PTK4re2juv/9+lcZtq9qEBchi9lGqLSvfeUgmScHmSwtKAAAAADcTD3cXcCsq6z00nh4mTYgOl3QpDF0u9/mE6PCr3g8JAAAAKI8ISG6Q20NTULww6dJqdu7soYmKsChuQEsFm11DWrDZR3EDWhb6PkgAAABAecIQOzfI7aEZPn+7TJLLMLay1EMTFWFRl/DgfO/TBAAAANyMTEZpTGq5Qenp6TKbzbLZbPL393d3OcWmoPsgTYgOp4cGAAAAyEdJZwN6kNyIHhoAAACgbCEguZmnh0mR9aq7uwwAAAAAYpEGAAAAAHAiIAEAAACAAwEJAAAAABwISAAAAADgQEAC4JSRkaFRo0apTp068vX1Vbt27fT999+7uywAAIBSQ0BCmRMXF6emTZvK399f/v7+ioyM1KpVq5z7n3nmGdWrV0++vr4KDAxUr1699Ouvv7qx4pvH008/rfj4eH3yySfauXOnunbtqs6dO+vIkSPuLg0AAKBUEJBQ5oSGhur111/Xtm3b9MMPP6hTp07q1auXfv75Z0nSXXfdpblz5+qXX37RmjVrZBiGunbtqpycHDdXXr6dO3dOn3/+ud5880116NBB9evX18SJE1W/fn3FxcW5uzwAAIBSYTIMw3B3EddS0nfLRdkXEBCgt956S0899VSefT/99JOaNWumffv2qV69em6o7uaQkZEhf39/rV27Vg888IBz+z333KMKFSpo/fr17isOAADAoaSzAT1IKNNycnK0aNEiZWZmKjIyMs/+zMxMzZ07V2FhYapVq5YbKrx5+Pn5KTIyUpMmTdLRo0eVk5Oj+fPna/PmzbJare4uDwAAoFQQkErJlClT1Lp1a/n5+SkoKEi9e/fW7t2787TbvHmzOnXqpMqVK8vf318dOnTQuXPn3FCxe+3cuVNVqlSRt7e3hg0bpqVLlyo8PNy5f+bMmapSpYqqVKmiVatWKT4+Xl5eXm6suHzKsRvavP+kvkw6os37T2reRx/LMAzVrFlT3t7eeu+999SvXz95ePBPBQAAuDUwxK6UREVFqW/fvmrdurUuXryol19+WcnJydq1a5cqV64s6VI4ioqK0rhx4xQdHa0KFSroxx9/VK9eveTt7e3mMyhZOXZDW1PSdDwjS0F+Pmpes4qOHP5dNptNS5Ys0T//+U8lJCQ4Q5LNZtPx48dltVr19ttv68iRI9q4caN8fHzcfCblx+pkq2JX7JLVluXcZjH7aEJ0uO4N81d6erosFov+/Oc/68yZM/r666/dWC0AAMAlJZ0NCEhu8scffygoKEgJCQnq0KGDJOnuu+9Wly5dNGnSJDdXV7qu9kU9KsIiSercubPq1aun2bNn5zn+/Pnzqlatmv75z3+qX79+pVZ3ebY62arh87fryr/8Jsf/xg1oqagIi06dOqWwsDC9+eabGjp0aGmXCQAAkAdzkG5SNptN0qXFByTp+PHj+u677xQUFKR27dqpRo0auu+++5SYmOjOMktc7hf1y8ORJKXasjR8/natTr4098Vutys7Ozvf1zAMQ4ZhFLgfrnLshmJX7MoTjiTp7IFtOntgm8Z99G+tXvONOnbsqIYNG+qJJ54o9ToBAADcoYK7C7gV2e12jRo1Su3bt1dERIQk6cCBA5KkiRMn6u2331bz5s318ccf64EHHlBycrLuuOMOd5ZcIgr6on4qYZ58b2+lCv6BGvv+V/qP736tX79ea9as0YEDB/Tpp5+qa9euCgwM1OHDh/X666/L19dXDz74oFvOo7zZmpKWJ5Dmsmef1ekNH+l4xgkN+ChAffs8qr/97W+qWLFiKVcJAADgHgSkEnTlvJo2YQHy9DApJiZGycnJLr1Ddrtd0qWboOb+Wt+iRQv9+9//1ocffqgpU6a45RxKUkFf1HMybTrx1VTlZKbJ6l1ZXs2bac2aNerSpYuOHj2qb7/9VtOmTdOpU6dUo0YNdejQQZs2bVJQUJAbzqL8OZ6RfziSpMqN7lXlRvdKkqb3ba5ezWuWVlkAAABlAgGphBQ0rybwp/nakbhWGzZsUGho6H/3WS7Ntbl8pTZJatSokQ4dOlQ6RZeygr6o3/bgSJfnr/Rtri6OL+ohISFauXJlidd2MwvyK9xCFoVtBwAAcDMhIJWA/CbAG4ahn5e8q7N7Nmv2ouUKCwtzOaZu3boKCQnJs/T3nj171L1791KouvTxRd092oQFyGL2UaotK995SCZJweZLPZ4AAAC3GhZpKGYFzatJi4/TmZ/XKzD6Bc3ceFRHjlqVmprqvMeRyWTSCy+8oPfee09LlizRvn37NH78eP3666966qmnSv9ESkHuF3VTAftNutTrxhf14uXpYdKE6Es9lVde+9znE6LD5elR0J8MAADAzYuAVMwKmldzZsdKGdmZSl04Ttun9FFozRBZLBZ9+umnzjajRo3SuHHjNHr0aDVr1kz//ve/FR8fr3r16pXmKZQavqi7T1SERXEDWirY7No7F2z2cS7xDQAAcCviPkjF7MukIxq5KOma7ZgA/1+FuQ8SSkZBC4kAAACUVSWdDZiDVMyYV1N0UREWdQkP5ou6G3h6mBRZr7q7ywAAACgzCEjFjAnw14cv6gAAACgLmINUzJhXAwAAAJRfBKQSwAR4AAAAoHxiiF0JYV4NAAAAUP4QkEoQ82oAAACA8oUhdgAAAADgQEACAAAAAAcCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAAAABwISAAAAADgQkAAAAADAgYAEAAAAAA4EJAAAgBI0Y8YM1a1bVz4+Pmrbtq22bt3q7pIAXAUBCQAAoIR8+umnGjNmjCZMmKDt27erWbNm6tatm44fP+7u0gAUgIAEAABQQqZOnaohQ4boiSeeUHh4uGbNmqVKlSrpww8/dHdpAApAQAIAACgB58+f17Zt29S5c2fnNg8PD3Xu3FmbN292Y2UArqaCuwsAAAC4WeTYDW1NSdPxjCyZzp5STk6OatSo4dKmRo0a+vXXX91UIYBrISABAAAUg9XJVsWu2CWrLUuSdDHjpCRpy/4Tiox0Z2UAioIhdgAAADdodbJVw+dvd4YjSfKs5C+ZPDTli++0Otnq3H7s2DEFBwe7o0wAhUBAAgAAuAE5dkOxK3bJuGK7ybOivILrK+u3HxW7Ypdy7Ibsdrv+/e9/K5IuJaDMYogdAADADdiakubSc3Q5/9a9deLrd7U3+A591rKS1n8xT5mZmXriiSdKuUoAhUVAAgAAuAHHM/IPR5JUuVEH5Zy16XTifA2Mn6GWLZpr9erVeRZuAFB2EJAAAABuQJCfz1X3+98VLf+7orVwyN2KrFe9lKoCcL2YgwQAAHAD2oQFyGL2kamA/SZJFrOP2oQFlGZZAK4TAQkAAOAGeHqYNCE6XJLyhKTc5xOiw+XpUVCEAlCWEJAAAABuUFSERXEDWirY7DrcLtjso7gBLRUVYXFTZQCKijlIAAAAxSAqwqIu4cHampKm4xlZCvK7NKyOniOgfCEgAQAAFBNPDxMLMQDlHEPsAAAAAMCBgAQAAAAADgQkAAAAAHAgIAEAAACAAwEJAAAAABwISAAAAADgQEACAAAAAAcCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAECRbdiwQdHR0QoJCZHJZNKyZctc9n/xxRfq2rWrqlevLpPJpKSkJLfUCRQVAQkAAABFlpmZqWbNmmnGjBkF7r/nnnv0xhtvlHJlwI2p4O4CAAAAUP50795d3bt3L3D/448/Lkk6ePBgKVUEFA96kAAAAADAgYAEAAAAAA4MsQMAAMA15dgNbU1J0/GMLAX5+ahNWIA8PUzuLgsodgQkAAAAXNXqZKtiV+yS1Zbl3GYx+2hCdLiiIixurAwofgyxAwAAQIFWJ1s1fP52l3AkSam2LA2fv12rk61uqgwoGfQgAQAAIF85dkOxK3bJyG/f+XO6eMqqF2cfliSlpKQoKSlJAQEBql27ttLS0nTo0CEdPXpUkrR7925JUnBwsIKDg0vrFIAiowcJAAAA+dqakpan5yjX+dS9ss4boZ3/GCZJGjNmjFq0aKFXX31VkrR8+XK1aNFCPXr0kCT17dtXLVq00KxZs0qneOA6mQzDyO9HgTIlPT1dZrNZNptN/v7+7i4HAADglvBl0hGNXJR0zXbT+zZXr+Y1S74gQCWfDehBAgAAQL6C/HyKtR1QHhQ5IB05ckQDBgxQ9erV5evrqyZNmuiHH34osP0XX3yhLl26KDAwUP7+/oqMjNSaNWtuqGgAAACUvDZhAbKYfVTQYt4mXVrNrk1YQGmWBZSoIgWkU6dOqX379qpYsaJWrVqlXbt26Z133lG1atUKPGbDhg3q0qWLVq5cqW3btqljx46Kjo7Wjh07brh4AAAAlBxPD5MmRIdLUp6QlPt8QnQ490PCTaVIc5Beeuklbdy4Ud9+++0NvWnjxo315z//2TmJ71qYgwQAAOA+3AcJZUlJZ4MiLfO9fPlydevWTY8++qgSEhJUs2ZNPfvssxoyZEihX8NutysjI0MBAXTFAgAAlAdRERZ1CQ/W1pQ0Hc/IUpDfpWF19BzhZlSkgHTgwAHFxcVpzJgxevnll/X9999rxIgR8vLy0qBBgwr1Gm+//bbOnDmjPn36FNgmOztb2dnZzufp6elFKRMAAADFzNPDpMh61d1dBlDiijTEzsvLS61atdKmTZuc20aMGKHvv/9emzdvvubxCxYs0JAhQ/Tll1+qc+fOBbabOHGiYmNj82xniB0AAABwaytTy3xbLBaFh4e7bGvUqJEOHTp0zWMXLVqkp59+Wp999tlVw5EkjRs3Tjabzfn4/fffi1ImAAAAAFyXIg2xa9++vXbv3u2ybc+ePapTp85Vj1u4cKGefPJJLVq0yHk35avx9vaWt7d3UUoDAAAAgBtWpB6k0aNHa8uWLZo8ebL27dunBQsWaM6cOYqJiXG2GTdunAYOHOh8vmDBAg0cOFDvvPOO2rZtq9TUVKWmpspmsxXfWQAAAABAMShSQGrdurWWLl2qhQsXKiIiQpMmTdK0adPUv39/Zxur1eoy5G7OnDm6ePGiYmJiZLFYnI+RI0cW31kAAAAAQDEo0iIN7sJ9kAAAAABIZWyRBgAAAAC4mRGQAAAAAMCBgAQAAAAADgQkAAAAAHAgIAEAAACAAwEJAAAAABwISAAAAADgQEACAAAAAAcC0nWaMmWKWrduLT8/PwUFBal3797avXu3S5v9+/froYceUmBgoPz9/dWnTx8dO3bMTRUDAAAAuBYC0nVKSEhQTEyMtmzZovj4eF24cEFdu3ZVZmamJCkzM1Ndu3aVyWTSunXrtHHjRp0/f17R0dGy2+1urh4AAABAfkyGYRjuLuJa0tPTZTabZbPZ5O/v7+5y8vXHH38oKChICQkJ6tChg7755ht1795dp06dctZss9lUrVo1ffPNN+rcubObKwYAAADKn5LOBvQgFRObzSZJCggIkCRlZ2fLZDLJ29vb2cbHx0ceHh5KTEx0S40AAAAAro6AVAzsdrtGjRql9u3bKyIiQpJ09913q3Llyho7dqzOnj2rzMxMPf/888rJyZHVanVzxQAAAADyQ0Aqghy7oc37T+rLpCPavP+kcuyXRifGxMQoOTlZixYtcrYNDAzU4sWLtWLFClWpUkVms1mnT59Wy5Yt5eHBZQcAAADKogruLqC8WJ1sVeyKXbLaspzbLGYfBf40XzsS12rDhg0KDQ11OaZr167av3+/Tpw4oQoVKqhq1aoKDg7W7bffXtrlAwAAACgEAlIhrE62avj87bp8NQvDMPTzknd1ds9mzV60XGFhYQUef9ttt0mS1q1bp+PHj6tnz54lXDEAAACA60FAuoYcu6HYFbt05VJ/afFxytyVoBoPv6KZG48qqoVVnh4mmc1m+fr6SpLmzp2rRo0aKTAwUJs3b9bIkSM1evRo3XnnnaV/IgAAAACuiYB0DVtT0lyG1eU6s2OlJCl14TilSgqdcmn73LlzNXjwYEnS7t27NW7cOKWlpalu3br6v//7P40ePbqUKgcAAABQVNwH6Rq+TDqikYuSrtluet/m6tW8ZskXBAAAANzCuA+SmwX5+RRrOwAAAABlFwHpGtqEBchi9pGpgP0mXVrNrk1YQGmWBQAAAKAEEJCuwdPDpAnR4ZKUJyTlPp8QHS5Pj4IiFAAAAIDygoBUCFERFsUNaKlgs+swumCzj+IGtFRUhMVNlQEAAAAoTqxiV0hRERZ1CQ/W1pQ0Hc/IUpDfpWF19BwBAAAANw8CUhF4epgUWa+6u8sAAAAAUEIYYgcAAAAADgQkAAAAAHAgIAEAAACAAwEJAAAAABwISAAAAADgQEACAAAAAAcCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAAAABwISAAAAADgQkAAAAADAgYAEAAAAAA4EJAAAAABwICABAAAAgAMBCQAAAAAcCEgAAAAA4EBAAgAAAAAHAhIAAAAAOBCQAAAAAMCBgAQAAAAADgQkAAAAAHAgIAEAAACAAwEJAAAAABwISAAAAADgQEACAAAAAAcCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAAAABwISAAAAADgQkAAAAADAgYAEAAAAAA4EJAAAAABwICABAAAAgAMBCQAAAAAcCEgAAAAA4EBAAgAAAAAHAhIAAAAAOBCQAAAAAMCBgAQAAAAADgQkAAAAAHAgIAEAAACAAwEJAAAAABwISAAAAADgQEACAAAAAAcCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIQDk0ZcoUtW7dWn5+fgoKClLv3r21e/dulzapqal6/PHHFRwcrMqVK6tly5b6/PPP3VQxAABA+UBAAsqhhIQExcTEaMuWLYqPj9eFCxfUtWtXZWZmOtsMHDhQu3fv1vLly7Vz5049/PDD6tOnj3bs2OHGygEAAMo2k2EYhruLuJb09HSZzWbZbDb5+/u7uxygzPnjjz8UFBSkhIQEdejQQZJUpUoVxcXF6fHHH3e2q169ut544w09/fTT7ioVAADghpR0NqAHCbgJ2Gw2SVJAQIBzW7t27fTpp58qLS1NdrtdixYtUlZWlu6//343VQkAAFD2VXB3AQBujN1u16hRo9S+fXtFREQ4t3/22Wf685//rOrVq6tChQqqVKmSli5dqvr167uxWgAAgLKNgASUEzl2Q1tT0nQ8I0tBfj5qExYgTw+TYmJilJycrMTERJf248eP1+nTp7V27VrddtttWrZsmfr06aNvv/1WTZo0cdNZAAAAlG3MQQLKgdXJVsWu2CWrLcu5zWL2UeBP87Ujca02bNigsLAw5779+/erfv36Sk5OVuPGjZ3bO3furPr162vWrFmlWj8AAEBxKelsQA8SUMatTrZq+PztuvyXDMMw9POSd3V2z2bNXrTcJRxJ0tmzZyVJHh6u0ww9PT1lt9tLumQAAIByi0UagDIsx24odsUuXdnNmxYfpzM/r1dg9AuaufGojhy1KjU1VefOnZMkNWzYUPXr19czzzyjrVu3av/+/XrnnXcUHx+v3r17l/p5AAAAlBcEJKAM25qS5jKsLteZHStlZGcqdeE4bZ/SR6E1Q2SxWPTpp59KkipWrKiVK1cqMDBQ0dHRatq0qT7++GN99NFHevDBB0v7NAAAAMoNhtgBZdjxjLzhSJLqjP3K5fn0vs3Vq3lNl2133HGHPv/88xKrDQAA4GZEDxJQhgX5+RRrOwAAAFwdAQkow9qEBchi9pGpgP0mXVrNrk1YQAEtAAAAUBQEJKAM8/QwaUJ0uCTlCUm5zydEh8vTo6AIBQAAgKIgIAFlXFSERXEDWirY7DqMLtjso7gBLRUVYXFTZQAAADcfFmkAyoGoCIu6hAdra0qajmdkKcjv0rA6eo4AAACKFwEJKCc8PUyKrFfd3WUAAADc1BhiBwAAAAAOBCQAAAAAcChyQDpy5IgGDBig6tWry9fXV02aNNEPP/xw1WPWr1+vli1bytvbW/Xr19e8efOut14AAAAAKDFFCkinTp1S+/btVbFiRa1atUq7du3SO++8o2rVqhV4TEpKinr06KGOHTsqKSlJo0aN0tNPP601a9bccPEAAAAAUJxMhmEYhW380ksvaePGjfr2228L/QZjx47V119/reTkZOe2vn376vTp01q9enWhXiM9PV1ms1k2m03+/v6Ffm8AAAAAN5eSzgZF6kFavny5WrVqpUcffVRBQUFq0aKF3n///ases3nzZnXu3NllW7du3bR58+YCj8nOzlZ6errLAwAAAABKWpEC0oEDBxQXF6c77rhDa9as0fDhwzVixAh99NFHBR6TmpqqGjVquGyrUaOG0tPTde7cuXyPmTJlisxms/NRq1atopQJAAAAANelSAHJbrerZcuWmjx5slq0aKGhQ4dqyJAhmjVrVrEWNW7cONlsNufj999/L9bXBwAAAID8FCkgWSwWhYeHu2xr1KiRDh06VOAxwcHBOnbsmMu2Y8eOyd/fX76+vvke4+3tLX9/f5cHAAAAAJS0IgWk9u3ba/fu3S7b9uzZozp16hR4TGRkpP7973+7bIuPj1dkZGRR3hoAAAAASlyRAtLo0aO1ZcsWTZ48Wfv27dOCBQs0Z84cxcTEONuMGzdOAwcOdD4fNmyYDhw4oBdffFG//vqrZs6cqc8++0yjR48uvrMAAAAAgGJQpIDUunVrLV26VAsXLlRERIQmTZqkadOmqX///s42VqvVZchdWFiYvv76a8XHx6tZs2Z655139M9//lPdunUrvrMAAAAAgGJQpPsguQv3QQIAAAAglbH7IAEAAADAzYyABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAAAABwISAAAAADgQkAAAAADAgYAEAAAAAA4EJAAAAABwICABAAAAgAMBCQAAAAAcCEgAAAAA4EBAAgAAAAAHAhIAAAAAOBCQAAAAAMCBgAQAAAAADgQkAAAAAHAgIAEAAACAAwEJAAAAABwISAAAAADgQEACAAAAAAcCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAAAABwISAAAAADgQkAAAAADAgYAEAAAAAA4EJAAAAABwICABAAAAgAMBCQAAAAAcCEgAAAAA4EBAAgAAAAAHAhIAAAAAOBCQAAAAAMCBgAQAAAAADgQkAAAAAHAgIAEAAACAAwEJAAAAABwISAAAAADgQEACAAAAAAcCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAAAABwISAAAAcANef/11mUwmjRo1yt2loBgQkAAAAIDr9P3332v27Nlq2rSpu0tBMSEgAQAAANfhzJkz6t+/v95//31Vq1bN3eWgmBCQAAAAgOsQExOjHj16qHPnzu4uBcWogrsLAAAAAMqbRYsWafv27fr+++/dXQqKGQEJAAAAuIYcu6GtKWk6npElI+OkRo4cqfj4ePn4+Li7NBQzk2EYhruLuJb09HSZzWbZbDb5+/u7uxwAAADcQlYnWxW7YpestixJ0tk9m/XH0r/Jw9NTJkebnJwcmUwmeXh4KDs7W56enu4r+CZX0tmAOUilaMqUKWrdurX8/PwUFBSk3r17a/fu3S5tnnnmGdWrV0++vr4KDAxUr1699Ouvv7qpYgAAgFvb6mSrhs/f7gxHkuRTp5lCnvyHggdN1z8WxyspKUmtWrVS//79lZSURDgq5whIpSghIUExMTHasmWL4uPjdeHCBXXt2lWZmZnONnfddZfmzp2rX375RWvWrJFhGOratatycnLcWDkAAMCtJ8duKHbFLl053MrDu5IqBtaVV2BdffSrXY3CG6ty5cqqXr26IiIi3FIrig9zkErR6tWrXZ7PmzdPQUFB2rZtmzp06CBJGjp0qHN/3bp19dprr6lZs2Y6ePCg6tWrV6r1AgAA3Mq2pqS59BxdyZBktWVpa0pa6RWFEkcPkhvZbDZJUkBAQL77MzMzNXfuXIWFhalWrVqlWRqK4FpDJw8ePCiTyZTvY/HixW6sHAAAXM3xjILD0ZXt1q9fr2nTppVsQSgVBCQ3sdvtGjVqlNq3b5+nK3bmzJmqUqWKqlSpolWrVik+Pl5eXl5uqhTXcq2hk7Vq1ZLVanV5xMbGqkqVKurevbubqwcAAAUJ8ivcCnWFbYfygVXsStjlS0IG+fmoTViAPD1MGj58uFatWqXExESFhoa6HGOz2XT8+HFZrVa9/fbbOnLkiDZu3MgykuXEH3/8oaCgICUkJDiHTl6pRYsWatmypT744INSrg4AABRWjt3QPW+sU6otK888JEkySQo2+yhxbCd5epjyaYGSUNLZgDlIJejKJSElyWL2UeBP87Ujca02bNiQJxxJktlsltls1h133KG7775b1apV09KlS9WvX7/SLB/X6VpDJ7dt26akpCTNmDGjNMsCAABF5Olh0oTocA2fv10mySUk5cahCdHhhKObDEPsSkh+S0IahqGfl7yrlV8t18RZixQWFnbN1zEMQ4ZhKDs7uyTLRTG52tDJXB988IEaNWqkdu3alXJ1AACgqKIiLIob0FLBZteRPMFmH8UNaKmoCIubKkNJoQepBBS0JGRafJwydyWoxsOvaObGo4pqYZWnh0lms1m+vr46cOCAPv30U3Xt2lWBgYE6fPiwXn/9dfn6+urBBx90y7kgfwUNnYyJiVFycrISExPzPe7cuXNasGCBxo8fX8oVAwCA6xUVYVGX8OB8/9uPmw8BqQQUtCTkmR0rJUmpC8cpVVLolEvb586dq8GDB8vHx0fffvutpk2bplOnTqlGjRrq0KGDNm3apKCgoFI8A1zN9Q6dlKQlS5bo7NmzGjhwYGmVCwAAioGnh0mR9aq7uwyUAgJSCShoScg6Y79yeT69b3P1al7T+TwkJEQrV64s0dpwY3KHTl7eO5g7dPLsns2avWj5VYdOfvDBB+rZs6cCAwNLvlgAAAAUGQGpBLAk5M3peodO5tq3b582bNhACAYAACjDWKShBLQJC5DF7KOCRqWadGlIVpuw/Fc5Q9l0taGTRnamUheO0/YpfRRaM0QWi0WffvqpS7sPP/xQoaGh6tq1a2mVDAAAgCLiPkglJHcolpT/kpCselL+fJl0RCMXJV2z3ZVDJwEAAFB8Sjob0INUQlgS8ubD0EkAAICbH3OQShBLQt5ccodOXutu2gydBAAAKL8ISCWMJSFvHtxNGwAA4ObHEDugCBg6CQAAcHOjBwkoIoZOAgAA3LwISMB1YOgkAADAzYkhdgAAAADgQEACAAAA8rFhwwZFR0crJCREJpNJy5Ytc9lvGIZeffVVWSwW+fr6qnPnztq7d697ikWxISABAAAA+cjMzFSzZs00Y8aMfPe/+eabeu+99zRr1ix99913qly5srp166asrKxSrhTFiTlIAAAAQD66d++u7t2757vPMAxNmzZNr7zyinr16iVJ+vjjj1WjRg0tW7ZMffv2Lc1SUYzoQQIAAACKKCUlRampqercubNzm9lsVtu2bbV582Y3VoYbRUACAAAAiig1NVWSVKNGDZftNWrUcO5D+cQQOwAAAMAhx25wr8NbHAEJAAAAkLQ62arYFbtktf13kQWL2UcTosPztA0ODpYkHTt2TBaLxbn92LFjat68eYnXipLDEDsAAADc8lYnWzV8/naXcCRJqbYsDZ+/PU/7sLAwBQcH69///rdzW3p6ur777jtFRkaWeL0oOfQgAQAA4JaWYzcUu2KXjCu228+f08VTVufz/QcOKCkpSQEBAapdu7ZGjRql1157TXfccYfCwsI0fvx4hYSEqHfv3qVaP4oXAQkAAAC3tK0paXl6jiTpfOpeHVv4svP58//7v5KkQYMGad68eXrxxReVmZmpoUOH6vTp07rnnnu0evVq+fj4lFrtKH4mwzCuDMtlTnp6usxms2w2m/z9/d1dDgAAAG4iXyYd0chFSddsN71vc/VqXrPkC8JVlXQ2YA4SAAAAbmlBfoXr8SlsO5RvBCQAAADc0tqEBchi9lFBi3mbdGk1uzZhAaVZFtyEgAQAAIBbmqeHybmU95UhKff5hOhw7od0iyAgAQAA4JYXFWFR3ICWCja7DqMLNvsobkBLRUVYCjgSNxtWsQMAAAB0KSR1CQ/W1pQ0Hc/IUpDfpWF19BzdWghIAAAAgIOnh0mR9aq7uwy4EUPsAAAAAMCBgAQAAAAADgQkAAAAAHAoUkCaOHGiTCaTy6Nhw4ZXPWbatGm688475evrq1q1amn06NHKysq6oaIBAAAAoCQUeZGGxo0ba+3atf99gQoFv8SCBQv00ksv6cMPP1S7du20Z88eDR48WCaTSVOnTr2+igEAAACghBQ5IFWoUEHBwcGFartp0ya1b99ejz32mCSpbt266tevn7777ruivi0AAAAAlLgiz0Hau3evQkJCdPvtt6t///46dOhQgW3btWunbdu2aevWrZKkAwcOaOXKlXrwwQev+h7Z2dlKT093eQAAAABASStSD1Lbtm01b9483XnnnbJarYqNjdW9996r5ORk+fn55Wn/2GOP6cSJE7rnnntkGIYuXryoYcOG6eWXX77q+0yZMkWxsbFFOxMAAAAAuEEmwzCM6z349OnTqlOnjqZOnaqnnnoqz/7169erb9++eu2119S2bVvt27dPI0eO1JAhQzR+/PgCXzc7O1vZ2dnO5+np6apVq5ZsNpv8/f2vt1wAAAAA5Vx6errMZnOJZYMiz0G6XNWqVdWgQQPt27cv3/3jx4/X448/rqefflqS1KRJE2VmZmro0KH6v//7P3l45D/Cz9vbW97e3jdSGgAAAAAU2Q3dB+nMmTPav3+/LBZLvvvPnj2bJwR5enpKkm6g4woAAAAASkSRAtLzzz+vhIQEHTx4UJs2bdJDDz0kT09P9evXT5I0cOBAjRs3ztk+OjpacXFxWrRokVJSUhQfH6/x48crOjraGZQAAAAAoKwo0hC7w4cPq1+/fjp58qQCAwN1zz33aMuWLQoMDJQkHTp0yKXH6JVXXpHJZNIrr7yiI0eOKDAwUNHR0frb3/5WvGcBAAAAAMXghhZpKC0lPRELAAAAQPlQ0tnghuYgAQAAAMDNhIAEAAAAAA4EJKCci4uLU9OmTeXv7y9/f39FRkZq1apVzv1z5szR/fffL39/f5lMJp0+fdp9xQIAAJRxBCSgnAsNDdXrr7+ubdu26YcfflCnTp3Uq1cv/fzzz5IuLbcfFRWll19+2c2VAgAAlH0s0gDchAICAvTWW2/pqaeecm5bv369OnbsqFOnTqlq1aruKw4AANyQI0eOaOzYsVq1apXOnj2r+vXra+7cuWrVqpW7SysVJZ0NirTMN4CyLScnR4sXL1ZmZqYiIyPdXQ4AAChmp06dUvv27dWxY0etWrVKgYGB2rt3r6pVq+bu0m4aBCTgJrBz505FRkYqKytLVapU0dKlSxUeHu7usgAAQDF74403VKtWLc2dO9e5LSws7Lpea+LEiYqNjXXZduedd+rXX3+9oRrLO+YgAeVQjt3Q5v0n9WXSEW3ef1L172igpKQkfffddxo+fLgGDRqkXbt2ubtMAABQzJYvX65WrVrp0UcfVVBQkFq0aKH333//ul+vcePGslqtzkdiYmIxVls+0YMElDOrk62KXbFLVluWc5vF7KMJ0eGKuqu+7rrrLn3//feaPn26Zs+e7cZKAQBAcTtw4IDi4uI0ZswYvfzyy/r+++81YsQIeXl5adCgQUV+vQoVKig4OLgEKi2/6EECypHVyVYNn7/dJRxJUqotS8Pnb9fqZKskyW63Kzs72x0lAgCAYnb5yJEcu10tWrbU5MmT1aJFCw0dOlRDhgzRrFmzruu19+7dq5CQEN1+++3q37+/Dh06VMzVlz/0IAHlRI7dUOyKXbpy2clTCfPke3srVfAP1Nj3v9J/fPdr/fr1WrNmjSQpNTVVqamp2rdvn6RL85X8/PxUu3ZtBQQElPJZAACAorhy5IjhW1X7L1TV6mSroiIskqRGjRrp888/L/Jrt23bVvPmzdOdd94pq9Wq2NhY3XvvvUpOTpafn1+xnkd5QkACyomtKWl5eo4kKSfTphNfTVVOZpqs3pXl1byZ1qxZoy5dukiSZs2a5TIBs0OHDpKkuXPnavDgwaVSOwAAKLrckSOX/zjqXTNc6am/afj87Yob0FJRERbt2bNHderUKdRr5tgNbU1J0/GMLAU1aKOuYQHy9DCpadOmatu2rerUqaPPPvvM5VYhtxoCElBOHM/IG44k6bYHR7o8f6Vvc3VpXtP5fOLEiZo4cWJJlgYAAIpZQSNH/Fv3Uur8F3R682cad/GkTjT31Jw5czRnzpxrvuZV5zFHWFS1alU1aNDAOerkVsUcJKCcCPLzKdZ2AACg7Cpo5Ii3pYECH/o/Ze5KUNK0p/XKxFhNmzZN/fv3v+rrFWYe85kzZ7R//35ZLJZiPZfyhh4koJxoExYgi9lHqbasPL8mSZJJUrDZR23CmFcEAEB5V9DIEUmqVL+NKtVvI0ma3re5el02ciQ/Bc5jXveBfOu3UQVzkJ7/x2IF71shT09P9evX70bLL9cISEA54elh0oTocA2fv10myeUfOZPjfydEh8vTw5TP0QAAoDwpzpEjBfVGXcw4oRMr3lLOuXSl+poVfN+92rJliwIDA4tc782EgASUI1ERFsUNaJln/HDwZeOHAQBA+VecI0cK6o0K7DXW5flzfZurXr2r90bdCghIQDkTFWFRl/Dg/65A43fpH0d6jgAAuHkU58gR5jEXDYs0AOWQp4dJkfWqq1fzmoqsV51wBADATSh35Eiw2TW4BJt9nEt8F0Zub1RB3xZMurSaHfOYL6EHCQAAACijimPkCPOYi8ZkGEZ+wxrLlPT0dJnNZtlsNvn7+7u7HAAAAKDcudZ9kMqLks4G9CABAAAAtwDmMRcOAQkAAAC4ReTOY0bBWKQBAAAAABwISAAAAADgQEACAAAAAAcCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAAAABwISAAAAADgQkAAAAADAgYAEAAAAAA4EJAAAAABwICABAAAAgAMBCQAAAAAcCEgAAAAACmXDhg2Kjo5WSEiITCaTli1blqfNL7/8op49e8psNqty5cpq3bq1Dh06VPrFXicCEgAAAIBCyczMVLNmzTRjxox89+/fv1/33HOPGjZsqPXr1+unn37S+PHj5ePjU8qVXj+TYRiGu4u4lvT0dJnNZtlsNvn7+7u7HAAAAOCWZzKZtHTpUvXu3du5rW/fvqpYsaI++eSTEnvfks4G9CABAAAAuGF2u11ff/21GjRooG7duikoKEht27bNdxheWUZAAgAAAHDDjh8/rjNnzuj1119XVFSUvvnmGz300EN6+OGHlZCQ4O7yCq2CuwsAAAAAUHbl2A1tTUnT8YwsBfn5qE1YgDw9THna2e12SVKvXr00evRoSVLz5s21adMmzZo1S/fdd1+p1n29CEgAAAAA8rU62arYFbtktWU5t1nMPpoQHZ6n7W233aYKFSooPNx1X6NGjZSYmFjitRYXAhIAAACAPFYnWzV8/nZduaJbqi1Lw+dvz9Pey8tLrVu31u7du12279mzR3Xq1CnBSosXAQkAAACAixy7odgVu/KEI/v5c7p4yup8vv/AASUlJSkgIEC1a9fWCy+8oD//+c/q0KGDOnbsqNWrV2vFihVav359qdZ/I1jmGwAAAICLzftPqt/7W/Jszzr0k44tfDnP9kGDBmnevHmSpA8//FBTpkzR4cOHdeeddyo2Nla9evUqttpKOhsQkAAAAAC4+DLpiEYuSrpmu+l9m6tX85olX9BluA8SAAAAgFIV5OdTrO3KEwISAAAAABdtwgJkMfso72Lel5h0aTW7NmEBpVlWqSAgAQAAAHDh6WFyLuV9ZUjKfT4hOjzf+yGVdwQkAAAAAHlERVgUN6Clgs2uw+iCzT6KG9BSUREWN1VWsljmGwAAAEC+oiIs6hIerK0paTqekaUgv0vD6m7GnqNcBCQAAAAABfL0MCmyXnV3l1FqGGIHAAAAAA4EJAAAAABwICABAAAAgAMBCQAAAAAcCEgAAAAA4EBAAgAAAAAHAhIAAAAAOBCQAAAAAMCBgAQAAAAADgQkAAAAAHAgIAEAAACAAwEJAAAAABwISAAAAADgQEACAAAAAAcCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAAAABwISUERTpkxR69at5efnp6CgIPXu3Vu7d+/Ot61hGOrevbtMJpOWLVtWuoUCAACgyAhIQBElJCQoJiZGW7ZsUXx8vC5cuKCuXbsqMzMzT9tp06bJZDK5oUoAAABcjwruLgAob1avXu3yfN68eQoKCtK2bdvUoUMH5/akpCS98847+uGHH2SxWEq7TAAAAFwHepCAG2Sz2SRJAQEBzm1nz57VY489phkzZig4ONhdpQEAAKCICEjADbDb7Ro1apTat2+viIgI5/bRo0erXbt26tWrlxurAwAAQFExxA4ohBy7oa0paTqekaUgPx+1CQuQp4dJMTExSk5OVmJiorPt8uXLtW7dOu3YscONFQMAAOB6EJCAa1idbFXsil2y2rKc2yxmHwX+NF87Etdqw4YNCg0Nde5bt26d9u/fr6pVq7q8ziOPPKJ7771X69evL6XKAQAAUFQmwzAMdxdxLenp6TKbzbLZbPL393d3ObiFrE62avj87br8L4lhGDq1dpbO7tms2YuW66ke7V2OSU1N1YkTJ1y2NWnSRNOnT1d0dLTCwsJKoXIAAICbU0lnA3qQgALk2A3FrtilK39BSIuPU+auBNV4+BXN3HhUUS2s8vQwyWw2y9fXV8HBwfkuzFC7dm3CEQAAQBnHIg1AAbampLkMq8t1ZsdKGdmZSl04Ttun9FFozRBZLBZ9+umnbqgSAAAAxYkeJKAAxzPyhiNJqjP2K5fn0/s2V6/mNa/6WuVgJCsAAABEDxJQoCA/n2JtBwAAgLKPgAQUoE1YgCxmH5kK2G/SpdXs2oQFFNACAAAA5Q0BCSiAp4dJE6LDJSlPSMp9PiE6XJ4eBUUoAAAAlDcEJOAqoiIsihvQUsFm12F0wWYfxQ1oqagIi5sqAwAAQElgkQbgGqIiLOoSHqytKWk6npGlIL9Lw+roOQIAALj50IOEMm3KlClq3bq1/Pz8FBQUpN69e2v37t0ube6//36ZTCaXx7Bhw4q1Dk8PkyLrVVev5jUVWa864QgAAOAmRUBCmZaQkKCYmBht2bJF8fHxunDhgrp27arMzEyXdkOGDJHVanU+3nzzTTdVDAAAgPKMIXYo01avXu3yfN68eQoKCtK2bdvUoUMH5/ZKlSopODi4tMsDAADATYYeJJQrNptNkhQQ4Lq09r/+9S/ddtttioiI0Lhx43T27Fl3lAcAAIByjh4klBt2u12jRo1S+/btFRER4dz+2GOPqU6dOgoJCdFPP/2ksWPHavfu3friiy/cWC0AAADKIwISypwcu5HvinExMTFKTk5WYmKiS/uhQ4c6/3+TJk1ksVj0wAMPaP/+/apXr15plw8AAIByjICEMmV1slWxK3bJastybrOYfRT403ztSFyrDRs2KDQ09Kqv0bZtW0nSvn37CEgAAAAoEgISyozVyVYNn79dxmXbDMPQz0ve1dk9mzV70XKFhYVd83WSkpIkSRYLN3EFAABA0RRpkYaJEyfmud9Mw4YNr3rM6dOnFRMTI4vFIm9vbzVo0EArV668oaJx88mxG4pdscslHElSWnyczvy8XoHRL2jmxqM6ctSq1NRUnTt3TpK0f/9+TZo0Sdu2bdPBgwe1fPlyDRw4UB06dFDTpk1L/0QAAABQrhW5B6lx48Zau3btf1+gQsEvcf78eXXp0kVBQUFasmSJatasqd9++01Vq1a9rmJx89qakuYyrC7XmR2XwnTqwnFKlRQ65dL2uXPnavDgwfLy8tLatWs1bdo0ZWZmqlatWnrkkUf0yiuvlGL1AAAAuFkUOSBVqFCh0Peb+fDDD5WWlqZNmzapYsWKkqS6desW9S1xCziekTccSVKdsV+5PJ/et7l6Na/pfF6rVi0lJCSUaG0AAAC4dRT5Pkh79+5VSEiIbr/9dvXv31+HDh0qsO3y5csVGRmpmJgY1ahRQxEREZo8ebJycnJuqGjcfIL8fIq1HQAAAHA9itSD1LZtW82bN0933nmnrFarYmNjde+99yo5OVl+fn552h84cEDr1q1T//79tXLlSu3bt0/PPvusLly4oAkTJhT4PtnZ2crOznY+T09PL0qZKIfahAXIYvZRqi0rzzwkSTJJCjZfWvIbAAAAKCkmwzDy+z5aKKdPn1adOnU0depUPfXUU3n2N2jQQFlZWUpJSZGnp6ckaerUqXrrrbdktVoLfN2JEycqNjY2z3abzSZ/f//rLRdlXO4qdpJcQpLJ8b9xA1oqKoKV6QAAAG5l6enpMpvNJZYNijzE7nJVq1ZVgwYNtG/fvnz3WywWNWjQwBmOJKlRo0ZKTU3V+fPnC3zdcePGyWazOR+///77jZSJciIqwqK4AS0VbHYdRhds9iEcAQAAoFTc0H2Qzpw5o/379+vxxx/Pd3/79u21YMEC2e12eXhcymJ79uyRxWKRl5dXga/r7e0tb2/vGykN5VRUhEVdwoO1NSVNxzOyFOR3aVidp4fp2gcDAAAAN6hIPUjPP/+8EhISdPDgQW3atEkPPfSQPD091a9fP0nSwIEDNW7cOGf74cOHKy0tTSNHjtSePXv09ddfa/LkyYqJiSnes8BNxdPDpMh61dWreU1F1qtOOAIAAECpKVIP0uHDh9WvXz+dPHlSgYGBuueee7RlyxYFBgZKkg4dOuTsKZIuLcG8Zs0ajR49Wk2bNlXNmjU1cuRIjR07tnjPAgAAAACKwQ0t0lBaSnoiFgAAAIDyoUwv0gAAAAAANxMCEgAAAAA4EJAAAAAAwIGABAAAAAAOBCQAAAAAcCAgAQAAAIADAQkAAAAAHAhIAAAAAOBAQAIAAAAABwISAAAAADgQkAAAAADAgYAEAAAAAA4EJAAAAABwICABAAAAgAMBCQAAAAAcCEgAAAAA4EBAAgAAAAAHAhIAAAAAOFRwdwGFYRiGJCk9Pd3NlQAAAABwp9xMkJsRilu5CEgZGRmSpFq1arm5EgAAAABlQUZGhsxmc7G/rskoqehVjOx2u44ePSo/Pz+ZTKYC26Wnp6tWrVr6/fff5e/vX4oV3tq47u7DtXcfrr17cN3dh2vvPlx79+C6u8+1rr1hGMrIyFBISIg8PIp/xlC56EHy8PBQaGhoodv7+/vzQXYDrrv7cO3dh2vvHlx39+Hauw/X3j247u5ztWtfEj1HuVikAQAAAAAcCEgAAAAA4HBTBSRvb29NmDBB3t7e7i7llsJ1dx+uvftw7d2D6+4+XHv34dq7B9fdfdx97cvFIg0AAAAAUBpuqh4kAAAAALgRBCQAAAAAcCAgAQAAAIADAQkAAAAAHMpdQPr666/Vtm1b+fr6qlq1aurdu/dV2xuGoVdffVUWi0W+vr7q3Lmz9u7d69ImLS1N/fv3l7+/v6pWraqnnnpKZ86cKcGzKH/q1q0rk8nk8nj99dcLbH/w4ME87XMfixcvdrbLb/+iRYtK45TKhaJed0m6//778xwzbNgwlzaHDh1Sjx49VKlSJQUFBemFF17QxYsXS/JUyp2iXvu0tDQ999xzuvPOO+Xr66vatWtrxIgRstlsLu34zF/b9Xzus7KyFBMTo+rVq6tKlSp65JFHdOzYMZc2fO4LJzs7W82bN5fJZFJSUlKB7fh3vvgV9tpL/Ftf3Ap77fm3vngV5TNfmv/OVyjyEW70+eefa8iQIZo8ebI6deqkixcvKjk5+arHvPnmm3rvvff00UcfKSwsTOPHj1e3bt20a9cu+fj4SJL69+8vq9Wq+Ph4XbhwQU888YSGDh2qBQsWlMZplRt//etfNWTIEOdzPz+/AtvWqlVLVqvVZducOXP01ltvqXv37i7b586dq6ioKOfzqlWrFk/BN4miXPdcQ4YM0V//+lfn80qVKjn/f05Ojnr06KHg4GBt2rRJVqtVAwcOVMWKFTV58uTiLb6cK8q1P3r0qI4ePaq3335b4eHh+u233zRs2DAdPXpUS5YscWnLZ/7aivq5Hz16tL7++mstXrxYZrNZf/nLX/Twww9r48aNkvjcF8WLL76okJAQ/fjjj1dtx7/zxa+w1z4X/9YXn8Jee/6tL15F+cyX6r/zRjlx4cIFo2bNmsY///nPQh9jt9uN4OBg46233nJuO336tOHt7W0sXLjQMAzD2LVrlyHJ+P77751tVq1aZZhMJuPIkSPFdwLlXJ06dYx33333hl6jefPmxpNPPumyTZKxdOnSG3rdm9n1XPf77rvPGDlyZIH7V65caXh4eBipqanObXFxcYa/v7+RnZ19nZXefIrjM//ZZ58ZXl5exoULF5zb+MxfW1Gv/enTp42KFSsaixcvdm775ZdfDEnG/7d3byFRrWEYgL/EnDLP6agd3GUHNZQ0rMkCjRLTq4gosEAMMcTALqRkLozQCqEyuhElLCK9E8MuNIP0xhwMLdMkTUuzg06UNJmHJuvdFzlTa+vWmTFnN9v3gbmYtf5/6Xr5+ux3rVnqdDoArHtLVVdXIzQ0FB0dHRARPHr0yKr57PO2szZ79vrfZ651z15vG2tyt3efd5hb7B4+fChv3rwRJycniYqKksDAQElKSprxClJvb68MDg5KfHy8eZunp6doNBrR6XQiIqLT6cTLy0uio6PNY+Lj48XJyUmamprm74QcUEFBgSxfvlyioqLkwoULVl2ybGlpkdbWVklLS5uy7/jx4+Lr6yvbtm2Ta9euCfinuRRsyb28vFx8fX0lPDxctFqtjI6OmvfpdDqJiIgQf39/87a9e/fKp0+fpKOjY17OwVHNpeZFRAwGg3h4eIizs/JiPWt+dtZk39LSIl+/flX0+tDQUAkKClL0etb9zPR6vaSnp8vNmzcVVyIsxT5vO1uzZ6+fu7nWvQh7vS2szd3efd5hbrF78eKFiIicOXNGCgsLZc2aNXLp0iXZtWuXPHv2THx8fKbMGRwcFBFRBGV6b9o3ODgoarVasd/Z2Vl8fHzMY0gkKytLtmzZIj4+PtLY2CharVYGBgaksLDQovmlpaUSFhYmO3bsUGzPy8uT3bt3i6urq9y9e1cyMzPl8+fPkpWVNR+n4XBsyf3w4cPy119/yYoVK6StrU1ycnKkq6tLKisrReRHzU/3b8K0j36Ya82/f/9e8vPz5dixY4rtrPnZWZv94OCguLi4TLl95Z+9nnX/7wBIamqqZGRkSHR0tPT19Vl9DPZ529iaPXv93P2Oumevt54tudu9z1t1vWke5OTkQERmfD19+hTl5eUQEZSUlJjnjo+Pw9fXF8XFxdMe+/79+xARvH37VrH94MGDOHToEADg3Llz2Lhx45S5fn5+KCoq+o1n+uexNPvplJaWwtnZGePj47N+ndHRUXh6euLixYuzjs3NzcWqVausPhdHYq/cTe7duwcRQU9PDwAgPT0dCQkJijEjIyMQEVRXV9t+Yg7AXtkbDAZs27YNiYmJMBqNM45dCDUPzG/25eXlcHFxmbJ969atOHXqFICFW/eW5n7lyhXs3LkTExMTAIDe3l6rbjVin5/KXtmbsNf/ZK/s2euV5jN3e/f5//wKUnZ2tqSmps44Jjg42PxB0E2bNpm3q1QqCQ4Olv7+/mnnBQQEiMiPy3iBgYHm7Xq9XiIjI81j3r17p5g3MTEhQ0ND5vn/V5ZmPx2NRiMTExPS19cnISEhMx6joqJCRkdHJSUlZdbvSaPRSH5+vnz58kVUKtWs4x2RvXL/dY6ISE9Pj6xbt04CAgLkwYMHijGmp8Cw5uee/fDwsCQmJoq7u7vcunVLFi9ePOPXWwg1LzK/2QcEBIjRaJSPHz8qfruo1+vNNb1Q697S3Ovq6kSn002pwejoaDly5IjcuHFjxmOwz09lr+xN2Ot/skf27PVTzWfudu/zVi2n/kMGgwEqlUrxkAaj0Qi1Wq24qvQr00Mafv2Nluk4/3xIQ3Nzs3lMbW0tH9Iwi7KyMjg5OWFoaGjWsXFxcThw4IBFxz179iy8vb3n+u39b1mTu0lDQwNEBI8fPwbw80OMer3ePKakpAQeHh5WXZlaaCzJ3mAwYPv27YiLi8PIyIhFx2XNz2627E0f3q2oqDBv6+zsnPbDu6z76b18+RLt7e3mV21tLUQEFRUVePXq1azz2edtN9fsTdjrrWdr9uz1c2NL7vbu8w6zQAKAEydOYOXKlaitrUVnZyfS0tKgVqsVPzRDQkJQWVlpfl9QUAAvLy9UVVWhra0N+/btw9q1azE2NmYek5iYiKioKDQ1NaGhoQEbNmxAcnKyXc/tT9bY2IjLly+jtbUVz58/R1lZGfz8/JCSkmIe8/r1a4SEhKCpqUkxt7u7G4sWLUJNTc2U496+fRtXr15Fe3s7uru7UVRUBFdXV5w+fXrez8kR2JJ7T08P8vLy0NzcjN7eXlRVVSE4OBixsbHmORMTEwgPD0dCQgJaW1tx584d+Pn5QavV2v0c/1S2ZG8wGKDRaBAREYGenh4MDAyYX6bbCFjzs7O132RkZCAoKAh1dXVobm5GTEwMYmJizPtZ99aZ7pYX9nn7sCR79vr5YUn27PW/n6X9xp593qEWSEajEdnZ2VCr1XB3d0d8fDyePHmiGCMiuH79uvn99+/fkZubC39/f6hUKuzZswddXV2KOR8+fEBycjLc3Nzg4eGBo0ePYnh42B6n5BBaWlqg0Wjg6emJJUuWICwsDOfPn1esxk3FXV9fr5ir1WqxevVqfPv2bcpxa2pqEBkZCTc3NyxbtgybN29GcXHxtGMXIlty7+/vR2xsLHx8fKBSqbB+/XqcPHkSBoNBcey+vj4kJSVh6dKl8PX1RXZ2tuLxpAudLdnX19f/6z3Xvb29AFjzlrC134yNjSEzMxPe3t5wdXXF/v37MTAwoDg2695y0/2HhX3ePizJnr1+fliSPXv972dpv7Fnn18E8JmDREREREREIiIO83eQiIiIiIiI5hsXSERERERERJO4QCIiIiIiIprEBRIREREREdEkLpCIiIiIiIgmcYFEREREREQ0iQskIiIiIiKiSVwgERERERERTeICiYiIiIiIaBIXSERERERERJO4QCIiIiIiIprEBRIREREREdGkvwGi/gRgDhQEmgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running Node2Vec...\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parameters\n",
    "WALK_LENGTH = 10\n",
    "NUM_WALKS = 80\n",
    "DIMENSIONS = 128\n",
    "P = 1\n",
    "Q = 1\n",
    "\n",
    "# Run DeepWalk\n",
    "print(\"Running DeepWalk...\")\n",
    "deepwalk_model = deep_walk(G, WALK_LENGTH, NUM_WALKS, DIMENSIONS)\n",
    "plot_embeddings(deepwalk_model, G, \"DeepWalk\")\n",
    "\n",
    "# Check embedding dimensions\n",
    "assert deepwalk_model.vector_size == DIMENSIONS, \"Embedding dimensions don't match\"\n",
    "\n",
    "# Run Node2Vec\n",
    "print(\"Running Node2Vec...\")\n",
    "node2vec_model = node2vec(G, WALK_LENGTH, NUM_WALKS, DIMENSIONS, P, Q)\n",
    "plot_embeddings(node2vec_model, G, \"Node2Vec\")\n",
    "\n",
    "# Check embedding dimensions\n",
    "assert node2vec_model.vector_size == DIMENSIONS, \"Embedding dimensions don't match\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Visualize Original Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "nx.draw(G, with_labels=True, node_color='lightblue', \n",
    "        node_size=500, font_size=10, font_weight='bold')\n",
    "plt.title(\"Original Graph\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "We have successfully implemented and visualized:\n",
    "1. DeepWalk algorithm\n",
    "2. Node2Vec algorithm\n",
    "3. Original graph structure\n",
    "\n",
    "The embeddings can be used for various downstream tasks such as node classification, link prediction, and community detection."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
